diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 128cbd951af2cb041e4e5068b05dab7f764e8398..24d88ebac5645a25cb529590335b8e90722d5bd3 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": "20260628T000017Z", - "generated_at": "2026-06-28T00:10:07Z", + "snapshot_id": "20260628T060020Z", + "generated_at": "2026-06-28T06:10:38Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1152,7 +1152,7 @@ "cluster_id": "cluster-46894-5", "summary": "Cluster of 2 issues and 3 PRs centered on issue #46897.", "status": "open", - "confidence": 0.6, + "confidence": 0.8, "canonical_issue_number": 46897, "canonical_pr_number": 46895, "issue_numbers": [ @@ -1166,6 +1166,7 @@ ], "evidence_types": [ "closing_reference", + "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ @@ -2046,229 +2047,6 @@ } ] }, - { - "cluster_id": "cluster-43612-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43612, - "issue_numbers": [], - "pr_numbers": [ - 43612, - 43613 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43612, - "right_pr_number": 43613, - "code_similarity": 0.6, - "size_similarity": 0.822, - "file_overlap": 0.333, - "area_overlap": 0.698, - "patch_similarity": 0.608, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "docs/source/en/main_classes/pipelines.md", - "docs/source/en/model_doc/auto.md", - "src/transformers/__init__.py", - "src/transformers/models/auto/modeling_auto.py", - "src/transformers/pipelines/__init__.py", - "utils/check_docstrings.py", - "utils/update_metadata.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 335, - 342 - ] - ], - "right_ranges": [ - [ - 309, - 316 - ] - ] - }, - { - "filename": "docs/source/en/main_classes/pipelines.md", - "left_ranges": [ - [ - 473, - 484 - ] - ], - "right_ranges": [ - [ - 473, - 484 - ] - ] - }, - { - "filename": "docs/source/en/model_doc/auto.md", - "left_ranges": [ - [ - 113, - 122 - ] - ], - "right_ranges": [ - [ - 113, - 122 - ] - ] - }, - { - "filename": "src/transformers/__init__.py", - "left_ranges": [ - [ - 155, - 161 - ], - [ - 664, - 670 - ] - ], - "right_ranges": [ - [ - 155, - 161 - ], - [ - 664, - 670 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 1629, - 1642 - ], - [ - 1807, - 1816 - ], - [ - 1840, - 1849 - ], - [ - 2186, - 2192 - ], - [ - 2233, - 2239 - ] - ], - "right_ranges": [ - [ - 1629, - 1646 - ], - [ - 1811, - 1820 - ], - [ - 1844, - 1853 - ], - [ - 2190, - 2196 - ], - [ - 2237, - 2243 - ] - ] - }, - { - "filename": "src/transformers/pipelines/__init__.py", - "left_ranges": [ - [ - 71, - 77 - ], - [ - 108, - 114 - ], - [ - 300, - 311 - ], - [ - 446, - 453 - ] - ], - "right_ranges": [ - [ - 71, - 77 - ], - [ - 108, - 114 - ], - [ - 300, - 311 - ], - [ - 446, - 453 - ] - ] - }, - { - "filename": "utils/check_docstrings.py", - "left_ranges": [ - [ - 109, - 115 - ] - ], - "right_ranges": [ - [ - 109, - 115 - ] - ] - }, - { - "filename": "utils/update_metadata.py", - "left_ranges": [ - [ - 74, - 84 - ] - ], - "right_ranges": [ - [ - 74, - 84 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2552,7 +2330,7 @@ "duplicate_issue_numbers": [ 46894 ], - "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, 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": [ @@ -2574,15 +2352,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43612-2", - "canonical_pr_number": 43612, - "duplicate_pr_numbers": [ - 43613 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43612-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2680,7 +2449,7 @@ 46916 ], "target_issue_number": 46897, - "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46897 with closing_reference, soft_similarity evidence." + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46897 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 08ddb89f2d0642bb166b42a6709f56bd7eaca65c..e3044891559225c376c2db17e49f95671ad6fbb5 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260628T000017Z", - "generated_at": "2026-06-28T00:10:07Z", + "snapshot_id": "20260628T060020Z", + "generated_at": "2026-06-28T06:10:38Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 61, "status": "reviewed", @@ -43,6 +43,7 @@ "issue:44457", "issue:44509", "issue:44512", + "issue:44560", "issue:44805", "issue:44841", "issue:44918", @@ -88,7 +89,7 @@ "issue:44805|issue:46294", "issue:44805|issue:45161", "issue:46165|issue:46468", - "issue:43596|issue:46165", + "issue:44560|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", @@ -113,8 +114,8 @@ "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", - "issue:43828|issue:44292", "issue:43541|issue:43716", + "issue:43828|issue:44292", "issue:43716|issue:46468", "issue:44292|issue:44918", "issue:45507|issue:45685", @@ -131,262 +132,268 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "517c12978990242cc8684f5400b8837991f5f08e1019f4aebf3d2c16da4cefe9", + "prepared_review_unit_hash": "e767242bbec37d6cddb7368d1ceb12cce1d08a007ffbda2b6cf28c69be425c54", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46010, - "estimated_input_tokens": 11503, - "estimated_eval_tokens": 23262 + "serialized_chars": 46578, + "estimated_input_tokens": 11645, + "estimated_eval_tokens": 23546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous issue cluster, not one coherent duplicate set. Only a few soft edges look like true duplicates: the Bert/ZeRO-3 index error pair, the Qwen3.5 MoE rotary-embedding/offload pair, and the torch 2.4.1 compatibility pair.", - "confidence": 0.83, - "canonical_issue_reason": "No single canonical issue fits the whole cluster; 43596 is the best anchor because it is the broadest version of the clearest duplicate family (paired with 43638 on the same ZeRO-3/BERT IndexError).", + "summary": "Two clear duplicate pairs stand out: the Bert/ZeRO-3 index-out-of-bounds reports and the torch 2.4.1 compatibility reports. Most other pairs are only broad similarity matches and look like distinct bugs or doc issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the strongest duplicate cluster: it names the exact failure (index 0 out of bounds), the trigger (DeepSpeed ZeRO-3 init), and the model family (BertModel) without extra noise.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the strongest global representative among the duplicate-like items: it states the core ZeRO-3/BERT index-out-of-bounds bug in the most general way.", + "best_issue_reason": "issue:43596 is the best overall issue representative here because it is specific, readable, and central to a true duplicate pair; it is the most actionable title among the accepted matches.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: config attribute mismatch in Qwen3.5 vs streaming chat/completions API error." + "reason": "Both mention Qwen3.5, but one is a missing-config attribute error and the other is a streaming API failure; different code paths." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/backend problems: AMD GPU failure vs an MPS histogram/int dtype issue." + "reason": "Different model/backend failures: AMD GPU support vs MPS histogram on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Different symptoms and models: dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS-on-AMD failure." + "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; not the same underlying bug." + "reason": "Both are model-specific failures, but there is no shared concrete failure mode." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different components: GPT-OSS GPU issue vs GraniteMoEHybrid invalid method call." + "reason": "Different MoE issues on different platforms; no shared code-path problem." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + "reason": "Collective mismatch during ZeRO-3 training vs ModernBERT ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure vs Qwen3Moe FP8 failure; different bug families." + "reason": "Different models and failures: ONNX export vs FineGrainedFP8 runtime." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time error and Qwen3 auto device-map cuda assert are different problems." + "reason": "ONNX export bug and Qwen3 device-map CUDA assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table-QA crash and outdated RAG docs are unrelated." + "reason": "Table QA crash and RAG docs issues are different topics." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups, but they refer to different removed docs features and are not the same concrete issue." + "reason": "Both are v5 docs cleanups, but one is removed pipeline tasks and the other is the removed run command." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export and GenerationMixin import error are different code paths." + "reason": "ONNX export issue vs GenerationMixin import error are different failures." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and remote-code resume training are unrelated." + "reason": "TRL SFT embedding unpacking and resume-training with trust_remote_code are unrelated." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Remote-code resume training and YOLO multi-GPU device-map failure are unrelated." + "reason": "Resume-training problem and YOLO multi-GPU device-map failure are different bugs." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both mention mismatches, but the models and failure modes differ." + "reason": "Mask-shape IndexError and Gemma4 device mismatch are not the same defect." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/BERT index error vs mask/tensor shape mismatch are different bugs." + "reason": "Both are IndexErrors, but one is ZeRO-3 Bert init and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Bert ZeRO-3 init bug and remote-code resume-training bug are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad symptom class, but different model and error path." + "reason": "Same general error class, but different trigger and stack context." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch and video token/template mismatch are unrelated." + "reason": "Mask-shape mismatch and Qwen3.5 video-token mismatch are different multimodal issues." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different issues: tensor mask mismatch vs GPT-OSS tensor-parallel failure." + "reason": "Indexing shape error and GPT-OSS TP failure are unrelated." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Unrelated training resume and Nemotron example failures." + "reason": "Training-resume issue and broken Nemotron example do not share the same failure." }, { - "left": "issue:43596", + "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3/BERT init bug vs resume-training remote-code issue." + "reason": "Video chat-template StopIteration and remote-code resume-training are distinct." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a ZeRO-3 empty-index error." + "reason": "Both involve distributed training, but the collective mismatch and Bert zero3 index error are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3/BERT IndexError family; 43638 is the narrower non-pretrained Bert variant of 43596." + "reason": "Same ZeRO-3/Bert index-out-of-bounds failure; 43638 is just the non-pretrained Bert variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Liger Kernel cross_entropy call and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA save/reload mismatch are different bugs." + "reason": "Different issues: detokenization bug vs LoRA merge/save reload mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA save/reload inconsistency are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class import error are different problems." + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs YOLO multi-GPU device-map failure." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the concrete errors and code paths differ." + "reason": "Both mention DeepSpeed, but the weight dimensionality error and collective mismatch are different problems." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask-shape IndexError." + "reason": "Activation checkpointing/FSDP recomputation mismatch is not the same as mask-shape IndexError." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5 MoE rotary-embedding/materialization bug; CPU offload failure and uninitialized inv_freq point to the same root cause." + "accept": false, + "reason": "Same class name, but one is CPU-offload forward incompatibility and the other is uninitialized inv_freq after materialization." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram/int issue and YOLO multi-GPU device-map failure are unrelated." + "reason": "MPS histogram int error and YOLO multi-GPU device-map failure are unrelated backend issues." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert init IndexError and GPT-OSS tensor-parallel issue are unrelated." + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel failure are different distributed-training bugs." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and CustomTrainer compute_loss signature change are unrelated." + "reason": "FSDP activation-checkpointing mismatch and CustomTrainer compute_loss signature breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3/BERT empty-index bug and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Bert ZeRO-3 init error and GPT-OSS TP failure are different distributed execution bugs." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." + "reason": "Different model families and failure modes; no shared code-path." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are unrelated." + "reason": "NVFP4 runtime error and AMD GPU failure are distinct hardware/model issues." }, { "left": "issue:45874", @@ -398,145 +405,79 @@ "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding-window config error and Mistral regex patch crash are different issues." + "reason": "Gemma3 sliding_window_pattern attribute error and Mistral regex patch crash are different bugs." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "These are the same torch 2.4.1 incompatibility issue; 46515 is just the shorter duplicate report." + "reason": "Same torch 2.4.1 compatibility regression; the titles differ only in how much version context they include." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Same model family, but device mismatch and expensive reverse embedding lookup are different bugs." + "reason": "Gemma4 device-map forward mismatch and Gemma4 inputs_embeds reverse-lookup cost are different issues." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch-version incompatibility and Qwen NVFP4 runtime error are unrelated." + "reason": "General torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are unrelated." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP recompute mismatch and Qwen3 auto device-map cuda assert are different failures." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Phi autocast dtype mismatch and GPT-OSS tensor-parallel failure are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Both are runtime errors, but the models and mechanisms differ." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm tracing error and Mistral dtype mismatch are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Mistral dtype mismatch and Nemotron example failure are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen NVFP4 runtime error and TRL SFT embedding unpacking are unrelated." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram/int error are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different models and failure modes." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral dtype mismatch and MPS histogram/int issue are unrelated." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel failure are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross-entropy issue and Qwen3.5/TRl embedding unpacking are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 IndexErrors, but the models and exact code paths differ enough to avoid merging them." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are different distributed failures." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they concern different removed features and pages." + "reason": "Both are v5 docs regressions, but one is removed pipeline-task references and the other is the removed run command." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Phi autocast dtype mismatch and MPS histogram/int error are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram int limitation are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy and Phi autocast dtype mismatch are unrelated." + "reason": "Liger Kernel cross_entropy usage and autocast dtype mismatch are different training/runtime bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and compute_loss signature change are unrelated." + "reason": "Collective mismatch in ZeRO-3 and CustomTrainer signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP recompute mismatch and GenerationMixin import error are unrelated." + "reason": "Activation-checkpointing/FSDP issue and GenerationMixin import error are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and RAG docs cleanup are unrelated." + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy and mask-shape IndexError are unrelated." + "reason": "Liger Kernel cross_entropy call and mask-shape IndexError are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The three accepted duplicate-like pairs are well supported by the titles, and the rejected pairs are generally justified as different bug families or code paths." + "feedback": "Grounded in the packet: the summary correctly identifies the two deterministic duplicate pairs (43596/43638 and 45800/46515), and the canonical choice is defensible from the titles. The soft-edge rejections are generally conservative and do not overstate evidence. No mergeability issues apply here because these are issue pairs, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -547,7 +488,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 2, "review_unit_count": 61, "status": "reviewed", @@ -607,8 +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", @@ -650,292 +591,292 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "9efb9a731d66e7097e6ff5b62f4e59e1a73167e88f95a8f1bdd5b3190de84c38", + "prepared_review_unit_hash": "67a402c937aec6787733c8fdfc2b3e98712c296f856d5977d08eb4eef53751db", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40044, - "estimated_input_tokens": 10011, - "estimated_eval_tokens": 20278 + "serialized_chars": 40040, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: one real duplicate-like tokenizer regression pair stands out, and one ZeRO-3 loading pair is plausibly the same bug. The rest look like unrelated model-specific failures or docs issues.", + "summary": "Mostly heterogeneous issue cluster with two plausible duplicate subfamilies: a v5 AutoTokenizer token-ID regression and a DeepSpeed ZeRO-3 out-of-bounds load failure. The rest look like unrelated model-specific regressions or docs/version-compatibility reports.", "confidence": 0.74, - "canonical_issue_reason": "Issue 45920 is the best canonical anchor: it describes the broad v5 AutoTokenizer token-ID regression across multiple models, while 45812 is the narrower Granite-specific report of the same underlying bug.", + "canonical_issue_reason": "issue:45920 is the broadest and clearest report of the AutoTokenizer v5 regression across many model families; issue:45812 looks like the Granite-specific manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the strongest representative because it captures the widest symptom set for the tokenizer regression and is the clearest issue to attach follow-up fixes to.", + "best_issue_reason": "issue:45920 is the best representative issue here because it has the widest stated impact and the cleanest duplicate scope for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:45800", + "right": "issue:46304", "accept": false, - "reason": "Different failures: corrupted checkpoint vs missing loaded weights in a different model." + "reason": "Both are version-compatibility complaints, but they point to different breakages and different failure modes." }, { - "left": "issue:45800", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:46402", "accept": false, - "reason": "Both mention torch/transformers compatibility, but they describe different breakages and code paths." + "reason": "Different models and different loading problems; no shared underlying bug is evident." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different runtime stacks and symptoms; no clear shared underlying bug." + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated failures." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same ZeRO-3 loading path hitting an index-out-of-bounds size-0 error during model initialization." + "reason": "Same DeepSpeed ZeRO-3 loading/indexing failure pattern with the same out-of-bounds symptom; model names differ but the underlying bug appears shared." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Unrelated failures: a Gemma3/vLLM config attribute error versus a Qwen3 device-mapping CUDA assert." + "reason": "Both are runtime/model-compatibility failures, but the Gemma3 config attribute error and Qwen3 device-map CUDA assert are not the same bug." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Storage-backend/type lookup failure is unrelated to the distributed build regression in 46304." + "reason": "Float8 storage lookup failure is unrelated to the torch/distributed compatibility issue." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they target different documentation problems and should not be merged." + "reason": "Both are docs issues, but they cover different documentation regressions and are not duplicates." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different subsystems: AMD GPU support versus table-question-answering pipeline crash." + "reason": "Different task/model areas and different failure classes; not the same underlying issue." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug and outdated RAG docs are unrelated." + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy routing is unrelated to the video StopIteration failure." + "reason": "Liger-kernel cross_entropy behavior and Qwen3-VL video StopIteration are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal model issues, but one is device placement and the other is chat-template video token mismatch." + "reason": "Device mismatch in Gemma4 PLE and video-token/template mismatch in Qwen3.5 are different bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different models and different failure modes; no shared code-path bug is evident." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch do not share the same code path." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption is not the same as NVFP4/ModelOpt compatibility." + "reason": "Corrupted checkpoint and ModelOpt compatibility are different failure types." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model-loading failure and docs cleanup are unrelated." + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are distinct issues." + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 support are different compatibility problems." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying v5 AutoTokenizer regression: both report wrong token IDs across models, with 45920 being the broader report." + "reason": "Same AutoTokenizer v5 token-ID regression; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint versus missing checkpoint-loading support; not the same bug." + "reason": "Different model families and different loading failures." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params API incompatibility is unrelated to the PyTorch distributed regression." + "reason": "bitsandbytes constructor incompatibility is unrelated to the torch/distributed breakage." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 runtime error and RAG docs are unrelated." + "reason": "NVFP4 runtime failure and RAG docs issues are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but the affected models and concrete failures differ." + "reason": "Both mention sliding-window, but they are different model/config failures with different symptoms." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexError reports, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 model-init failure." + "reason": "Similar index-related errors, but the mask-shape mismatch and zero-sized index error are not clearly the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load failure and table-question-answering crash are unrelated." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different model-specific loading problems with no shared code-path evidence." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version compatibility and pydantic PretrainedConfig regression are separate problems." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization regression is unrelated to the table QA crash." + "reason": "Incorrect detokenization and table QA crashes are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure does not match the pydantic model regression." + "reason": "Whisper loading failure and pydantic model breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 loading IndexError and torch/transformers incompatibility are not the same bug." + "reason": "Both are version-sensitive regressions, but they affect different subsystems and failure modes." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is chat crashes and the other is streaming chat/completions API failure." + "reason": "Different Qwen3.5 failures in different API paths; not the same bug." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Grouped_mm tracing failure in Mixtral is unrelated to YOLO multi-GPU device-mapping." + "reason": "Grouped_mm tracing error and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model runtime issue and table QA crash are unrelated." + "reason": "NVFP4 model runtime failure and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3/vLLM config error and Gemma4 device-mismatch are different bugs." + "reason": "Gemma3 sliding-window config and Gemma4 device-mapping mismatch are different model bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure is unrelated to the MPS histogram Int error." + "reason": "Streaming chat API failure and MPS histogram kernel limitation are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the Gemma3/vLLM config issue." + "reason": "Import path breakage for GenerationMixin is unrelated to the Gemma3 sliding-window config error." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different model families and different backend failures." + "reason": "Different hardware/backend failures and different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure and autocast dtype mismatch are distinct issues." + "reason": "Torch dynamo grouped_mm tracing failure and autocast dtype mismatch are different MoE issues." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and non-template-node compile error are unrelated." + "reason": "Processor failure and template-node compilation error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is not the same as YOLO multi-GPU device-map failure." + "reason": "Different model implementations and different failure modes." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to checkpoint corruption." + "reason": "Weight-tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the observed failure surfaces and contexts do not match." + "reason": "Both are index-style errors, but the mask length mismatch and the ZeRO-3 zero-sized index failure do not look like the same bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback logic and remote-code model_class/config_class handling are unrelated." + "reason": "Fallback selection for flash-attn2 and remote-code model_class config_class errors are different issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing StableLmConfig field and pydantic PretrainedConfig regression are different configuration bugs." + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig breakage are separate config issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch version compatibility and Gemma4 device placement are unrelated." + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The canonicalization around 45812/45920 is well supported by the issue titles, and the ZeRO-3 pair is a plausible duplicate-style match given the identical index-out-of-bounds/sized-0 failure pattern during model loading. No soft-edge verdicts appear overstated based on the available evidence." + "feedback": "The summary is grounded in the packet: the two accepted duplicate subfamilies are well supported by the issue titles (`AutoTokenizer` v5 regression and the ZeRO-3 out-of-bounds load failure), and the rest are described conservatively as heterogeneous. I didn\u2019t see any overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -946,7 +887,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 3, "review_unit_count": 61, "status": "reviewed", @@ -990,12 +931,12 @@ "issue:45183", "issue:45399", "issue:45464", - "issue:45507", "issue:45632", "issue:45698", "issue:45759", "issue:45800", "issue:45902", + "issue:46165", "issue:46294", "issue:46463", "issue:46468", @@ -1021,6 +962,7 @@ "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", @@ -1035,237 +977,239 @@ "issue:44492|issue:44512", "issue:44863|issue:45005", "issue:45183|issue:46463", - "issue:46489|issue:46491", - "issue:44918|issue:45507" + "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "311ee8df90ca91f2472bfe4d4dd60b368ea9f3628129752a7841e4f2b4bd6434", + "prepared_review_unit_hash": "465946fa2b91579fad792d218c642f1304db53b1f825a47af13759694b7718b1", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36846, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "serialized_chars": 36886, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it spans unrelated model-loading, tokenizer, quantization, multimodal, and runtime errors. I do not see a single duplicate issue to collapse the set, and none of the soft pairs look like the same concrete bug or change.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This set is mostly heterogeneous; only a few issue pairs look like true duplicates. The clearest duplicate signals are around Qwen3.5 video-input regressions and trust_remote_code cache/module path collisions; most other soft pairs are just broadly similar symptoms or adjacent model families.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45632 is the cleanest root-cause report: it explicitly identifies the trust_remote_code cache-path collision, while 45698 reads like a later symptom of the same reload/module-resolution bug.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong canonical representative for the whole cluster because the topics diverge substantially. If forced, issue 45698 is one of the clearest self-contained bug reports, but it is not a true cluster anchor.", + "best_issue_reason": "Issue 45632 is the strongest standalone anchor because it states the mechanism directly and is easier to deduplicate against than symptom-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures: PaddleOCR-VL load error vs GGUF gpt-oss architecture support. Same broad area (model support), but not the same bug." + "reason": "Different problems: PaddleOCR-VL load failure vs GGUF gpt-oss architecture support." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both mention v5 and weight/quantization-related regressions, but one is int4 CUDA reserved memory OOM and the other is tied weights on translation models. Not the same underlying defect." + "reason": "OOM/reserved-memory regression is unrelated to tied-weights behavior in translation models." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both involve shape/packing-style errors, but one is a mask-vs-tensor indexing mismatch and the other is Qwen3.5 input embedding unpacking with TRL SFT. Different code paths and symptoms." + "reason": "Both are index/training failures, but the titles point to different code paths and symptoms." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both are MoE/runtime issues, but one is grouped_mm tracing failure for Mixtral float32 and the other is TP not working for GPT-OSS MoE. Not the same bug." + "reason": "Different MoE issues: grouped_mm tracing failure vs tensor-parallel support for GPT-OSS." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different modalities and failures: autocast dtype mismatch in Phi-tiny-MoE vs streaming chat/completions failure on Qwen3.5-0.8B." + "reason": "Different models and different failure modes; autocast dtype mismatch is not the same as streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss architecture support vs Qwen3.5 streaming inference. Shared inference context only, not the same issue." + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both are v5 compatibility regressions, but one is init_empty_weights/_is_hf_initialized TypeError and the other is PretrainedConfig field breakage in pydantic models." + "reason": "init_empty_weights/_is_hf_initialized compatibility is a different bug from PretrainedConfig pydantic-field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the pydantic PretrainedConfig regression." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the pydantic/config regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexError reports, but the first is a mask-length mismatch and the second is zero-sized tensor indexing during deepspeed zero3 init. Different causes." + "reason": "Both are IndexError reports, but the masked-tensor shape mismatch and the zero-sized index under ZeRO-3 are distinct failures." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are broad compatibility complaints, but one is remote_code breakage and the other is torch 2.4.1 vs transformers 5.8.0 incompatibility. Too generic to merge." + "reason": "Remote-code breakage and torch/transformers version incompatibility are not the same underlying bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both touch Qwen3.5/multimodal input handling, but one is image-preprocessor dtype mismatch and the other is video feature/token count mismatch." + "reason": "Different multimodal regressions: image preprocessor dtype mismatch vs video-token/template mismatch." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP/SigLIP2 quality regressions, but one is text embedding quality and the other is nonsensical AutoModel/pipeline output. Related family, different bug." + "reason": "SIGLIP2 embedding quality regression is not the same as the AutoModel/pipeline nonsensical-output bug." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both involve Qwen3.5 multimodal video, but one is a v5.3.0 video-input regression across several models and the other is a chat template feature/token mismatch. Not the same concrete defect." + "accept": true, + "reason": "Both describe the same Qwen3.5 video-input regression: video features/tokens/template accounting is broken." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Different model stacks and failures: broken Nemotron example vs YOLO multi-GPU device_map auto." + "reason": "Broken official Nemotron example and YOLO multi-GPU device-map behavior are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Both concern Qwen 3.5/3.6 internals, but one is from_config text_config unwrapping and the other is uninitialized rotary embedding memory after to_empty materialization." + "reason": "Composite config unwrapping and uninitialized rotary-memory after to_empty() are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 initialization failure and trust_remote_code resume/training behavior are unrelated." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue vs remote-code model_class.config_class AttributeError. No shared code-path." + "reason": "Flash Attention 2 issue vs remote-code model_class/config_class AttributeError are different failures." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/training failures: image preprocessor dtype mismatch vs TRL SFT unpacking of Qwen3.5 embeddings." + "reason": "Image-preprocessor dtype mismatch and TRL embedding-unpacking failure are not the same code-path problem." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension RuntimeError is unrelated to Qwen3.5 embedding unpacking." + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking failure are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a generic GLM5 issue are unrelated and at very different abstraction levels." + "reason": "High perplexity on GPT-OSS and the generic GLM5 issue do not match on bug mechanism." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + "reason": "Jupyter custom-model initialization and flash-attn fallback gating are different regressions." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both involve remote-code/custom-module loading, but one is cache-path collision for local models sharing a leaf name and the other is loading the wrong custom module after save_pretrained. Similar area, not the same bug." + "accept": true, + "reason": "Both point to trust_remote_code reload/path resolution bugs where the wrong custom module is loaded because the cache path is not uniquely isolated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied lm_head weight bug vs translation-model tied weights in v5. Different model families and failure modes." + "reason": "Untied lm_head weights in Mistral3 is unrelated to tied-weight handling on translation models." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE fine-grained FP8 config failure is unrelated to flash-attn2 fallback blocking." + "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are different issues." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior vs tied-weights regression. Both are v5-era infra issues, but not the same defect." + "reason": "Quantization offloading behavior is not the same as the tied-weights regression." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied weights on translation models." + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to translation tied-weights behavior." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to docs mentioning a removed run command." + "reason": "A DSA indexer discussion and a docs typo are not duplicates." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed docs command are both documentation-ish, but not the same issue." + "reason": "Cache strategy typo and documentation about removed run command are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading and tied weights on translation models are different problems." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Both are validation/error-message issues, but one is XOR validation for input_ids/inputs_embeds across models and the other is decoder input validation messaging for T5. Similar pattern, different target and likely different fix." + "reason": "Both are validation/error-message issues, but they target different checks and code paths." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different exact round-trip behaviors. Too broad to treat as one duplicate." - }, - { - "left": "issue:44918", - "right": "issue:45507", - "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL SFT is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Different tokenizer regressions on different model families; same general area, not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft edges are plausible duplicates based on closely aligned mechanisms, and the many false pairs are appropriately cautious rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 4, "review_unit_count": 61, "status": "reviewed", @@ -1305,16 +1249,16 @@ "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:45685", "issue:45701", - "issue:45823", "issue:45859", "issue:45902", "issue:45920", @@ -1325,6 +1269,7 @@ "issue:46932" ], "soft_pairs": [ + "issue:44918|issue:45507", "issue:43975|issue:44292", "issue:43950|issue:44534", "issue:39692|issue:43054", @@ -1354,232 +1299,225 @@ "issue:44991|issue:45399", "issue:43824|issue:43872", "issue:43782|issue:44960", - "issue:43881|issue:43883", - "issue:45685|issue:45823" + "issue:43881|issue:43883" ], - "prepared_review_unit_hash": "7b75f5370cfc9d858b6aeeb348c9e27af4c72107f76aaf9e1736e51305a7ce83", + "prepared_review_unit_hash": "1f20b86bb4438ed83852e685499dd300bcb7a3cb2e40fdf5b1c7c94d0c8663e2", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37127, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 + "serialized_chars": 37091, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous batch with a few clear duplicate pairs: non-persistent buffer corruption in v5, SigLIP2 quantized embedder dtype casting, and cache length return-type regressions.", - "confidence": 0.78, - "canonical_issue_reason": "43950 is the best anchor for the non-persistent-buffer regression cluster: it states the concrete v5 corruption bug clearly, and the nearby reports 43644 and 44534 are the same issue phrased more tersely.", + "summary": "Mostly unrelated Transformers regression reports, with a small duplicate cluster around the v5 non-persistent buffer corruption bug plus a few separate duplicate pairs for tokenizer output, cache length, and Gemma4 quantized embedder dtype casting. I corrected the over-rejected 43644/43950 soft edge: that pair is not a duplicate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the clearest central report for the non-persistent-buffer regression: it states the underlying v5 corruption bug broadly, and the nearby reports 44534 and 45902 describe the same failure in more specific forms.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the most canonical issue overall because it is the most specific, technical description of a real regression and is supported by multiple near-identical reports.", + "best_issue_reason": "issue:43950 is the best representative because it is the broadest and most concrete statement of the shared regression, and it has the strongest duplicate linkage within the buffer-corruption subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: Qwen3.5 SFT embedding unpacking vs GraniteMoEHybrid invalid method call." + }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and failure modes: tokenizer detokenization vs loading a Qwen NVFP4 model." + "reason": "Both are model/loading bugs, but they point to different code paths and symptoms; no shared underlying defect is clear." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 regression corrupting non-persistent buffers; 44534 is just a shorter restatement." + "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is a title-level rephrasing of the same bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs-example model/processor mismatch and quantization errors are not the same as a SigLIP2 text-embedding quality regression." + "reason": "Both mention SigLIP2, but one is docs/example mismatch plus quantization failure and the other is an embedding quality complaint." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Same non-persistent-buffer junk/corruption bug in Transformers 5.x." + "accept": false, + "reason": "issue:43644 is about trust_remote_code missing fields in AutoConfig, while issue:43950 is about non-persistent buffers being corrupted; different defects." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated training API signature issue vs DeepSpeed ZeRO-3 loading crash." + "reason": "Different issues: custom compute_loss signature change vs Gemma3 DeepSpeed ZeRO-3 loading failure." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/loading problems, but the error types and code paths are different." + "reason": "Different incompatibilities: bitsandbytes init kwarg vs missing Float8 storage object." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 explicitly calls it out as the same issue." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is a follow-up/duplicate report." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different root causes: autocast dtype mismatch vs 3D position_ids causing flash-attn/SDPA issues." + "reason": "Both involve dtype/precision, but the concrete failure modes and models differ substantially." }, { "left": "issue:45920", "right": "issue:46489", - "accept": false, - "reason": "Both concern tokenizer correctness, but 46489 is a model-specific follow-up and not clearly the same bug as the broader multi-model regression." + "accept": true, + "reason": "Same tokenizer-output regression in v5+, with 46489 describing a specific model manifestation of the broader issue." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache-seq-length contract bug: tensor return value instead of int, with 46858 being a backend-specific manifestation." + "reason": "Same cache length contract bug: get_seq_length returns a tensor/device value instead of an int, breaking downstream arithmetic." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 text-embedding quality issue is unrelated to a generic tokenizer-change report." + "reason": "One is a SigLIP2 embedding quality issue; the other is a tokenizer-version change report for different models." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but zero probabilities and degraded text embeddings are not clearly the same underlying bug." + "reason": "Both concern SigLIP2 results, but zero probabilities and worse text embeddings are not the same concrete bug." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Shared theme of non-persistent buffers, but 45902 is a specific materialization/uninitialized-memory bug rather than the same from_pretrained corruption regression." + "accept": true, + "reason": "Same non-persistent-buffer regression; 45902 is a specific uninitialized-memory manifestation after meta -> to_empty(cuda)." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Molmo tied-weights loading failure." + "reason": "Different models and failure modes; no same underlying bug is apparent." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 implementation discrepancy; the JAX-vs-HF mismatch plausibly explains the degraded text embeddings." + "accept": false, + "reason": "Same model family, but the reported defects are not concrete duplicates from the titles alone." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 MoE issues: flash-attn packed-sequence misinterpretation vs CPU-offload incompatibility in rotary embedding." + "reason": "Different subsystems: Flash Attention packed-sequence crash vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but gradient checkpointing/LoRA inefficiency is not the same bug as int4 reserved-memory OOM." + "reason": "Different training inefficiencies: LoRA gradient checkpointing behavior vs int4 quantization reserved-memory/OOM regression." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different Gemma4/FSDP and buffer-materialization problems with no clear shared code-path." + "reason": "Gemma4 FSDP2 shared_kv_state KeyError is unrelated to the non-persistent buffer materialization bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and failures: Voxtral tokenizer loading vs glm-4v-9b loading." + "reason": "Different models and failure modes; no same underlying bug is apparent." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same underlying problem as a specific model load failure." - }, - { - "left": "issue:43975", - "right": "issue:45520", - "accept": false, - "reason": "Tokenizer detokenization bug and flash-attn import KeyError are unrelated." + "reason": "Noise on loading vs a specific model-loading failure; not the same bug." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Again, generic loader noise vs a specific Sleng-BERT load failure." + "reason": "Again, loading noise is not the same as the specific model-loading failure reported here." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely different training errors: DeepSpeed weight shape vs early-stopping metric selection." + "reason": "Training/runtime shape error vs early-stopping metric lookup; unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Memory usage symptoms are too broad; LoRA checkpointing inefficiency is not the same as Qwen3 MoE training memory behavior." + "reason": "Different performance problems in different training setups; no duplicate evidence." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model families and different failure mechanisms." + "reason": "Different model/configuration failures: DeepSpeed ZeRO-3 loading vs FineGrainedFP8Config failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "43643 is a specific missing-fields bug in AutoConfig with trust_remote_code; 45020 is a broad remote_code regression report, not clearly the same underlying issue." + "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broader model-loading regression." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback logic are unrelated." + "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing VL class is unrelated to bitsandbytes Int8Params constructor incompatibility." + "reason": "Import/export failure for a model class vs bitsandbytes parameter constructor incompatibility." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading failure and a GLM5 issue are not the same bug." + "reason": "Qwen3VL weight_only loading error vs GLM5 issue; no shared bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model loading failures with different missing components." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "MPS histogram-int support error and Gemma4 device mismatch are distinct backend/model issues." + "reason": "Different failures on different models: glm-4v-9b load failure vs missing all_tied_weights_keys attribute." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and the accepted soft-edge calls are reasonably conservative. The main duplicate clusters called out are supported by the titles: non-persistent-buffer corruption (43950/43644/44534), SigLIP2-related discrepancy/casting issues (43054/43493 and 46899/46932), and cache-length return-type regressions (45987/46858). Rejections are also appropriately cautious." + "accept": false, + "feedback": "Reject: one soft-edge verdict is not grounded/conservative. The pair issue:43644 vs issue:43950 is a strong match on the packet titles alone (\u2018fills non-persistent buffers with junk\u2019 vs \u2018silently corrupts non-persistent buffers\u2019), but the analyst rejected it and even cited the wrong issue (\u201ctrust_remote_code field loss,\u201d which is issue:43643). That indicates a precision error in the verdict set, so the response should not be accepted." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1587,7 +1525,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 5, "review_unit_count": 61, "status": "reviewed", @@ -1634,12 +1572,12 @@ "issue:45399", "issue:45488", "issue:45588", + "issue:45685", "issue:45715", "issue:45759", "issue:45823", "issue:45923", "issue:46315", - "issue:46402", "issue:46489", "issue:46661", "issue:46869", @@ -1647,6 +1585,7 @@ "issue:46897" ], "soft_pairs": [ + "issue:45685|issue:45823", "issue:45081|issue:45399", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1674,193 +1613,198 @@ "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:24643|issue:30064", - "issue:44530|issue:44863", - "issue:44863|issue:46402" + "issue:44530|issue:44863" ], - "prepared_review_unit_hash": "e7d52ec639e9bf6032ed3a883fb19eef029eac328fc1110dcf078e9142c60bfa", + "prepared_review_unit_hash": "55af474a001c872118e86129c63e6e37e13044c3ad2b460b994422369c5e107d", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 37086, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "serialized_chars": 37092, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with a few clear duplicate subgroups: docs for removed pipeline tasks, the `_is_hf_initialized` / `init_empty_weights` loading regression, a mask-shape IndexError, and a pair of nearly identical training-loss double-shift reports.", - "confidence": 0.84, - "canonical_issue_reason": "No single cluster-wide canonical issue fits the whole set; if choosing the clearest duplicate subgroup, issue 43827 is the best root-cause report for the v5 docs/pipeline-task removal regression.", + "summary": "This set is mostly heterogeneous transformer bug reports, not one tight duplicate cluster. Only a few soft pairs look like true duplicates or the same underlying regression.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set: recent transformers versions breaking remote_code models. It is the best general triage anchor among these mostly loader/tokenizer regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43827 is the strongest issue candidate because it states the underlying docs regression precisely and matches a near-identical follow-up report (44509).", + "best_issue_reason": "issue:45020 is the most general and reusable representative issue here, with the widest scope across model-loading regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: an MPS histogram/int dtype error in MoE vs a device-map forward mismatch in Gemma4 PLE." + }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different failures: tokenizer regex crash vs flash-attn2 fallback gating; same broad area, not the same bug." + "reason": "Both are tokenizer/attention-related, but the crash on Mistral regex patching and the flash-attn fallback blockage are different code paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "`remote_code` compatibility regression is unrelated to a Gemma4 device-map/device placement mismatch." + "reason": "Remote_code loading regressions are broad, but this specific Gemma4 device mismatch is a distinct failure mode." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`TOKENIZER_MAPPING_NAMES` handling is a specific tokenizer registration bug, not the same as the broader remote-code regression." + "reason": "`add-new-model-like` with `TOKENIZER_MAPPING_NAMES` is a model-registration bug, not the same as general remote_code loading breakage." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3 MoE hf4\u2192hf5 LoRA incompatibility and a tie_word_embeddings warning are different issues." + "reason": "Both involve Qwen/LoRA/tied embeddings, but one is cross-version incompatibility and the other is a warning/config issue during fine-tuning." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different code-path from the Gemma4 device-map issue." + "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device-map mismatch are unrelated runtime errors." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "A broad remote-code regression is not the same as the Kimi-K2.5 tokenizer codec regression." + "reason": "General remote_code breakage and Kimi-K2.5 tokenizer codec regression are different bugs." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different methods and symptoms (`convert_ids_to_tokens` loop rebuild vs `convert_tokens_to_ids` slowdown)." + "reason": "Same tokenizer API area, but `convert_ids_to_tokens` and `convert_tokens_to_ids` slowdowns are separate performance regressions." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are DeepSeek tokenizer regressions, but the titles point to different affected families and one is framed as a gap in a prior fix; not clearly the same concrete bug." + "reason": "Both concern DeepSeek tokenization, but they describe different regressions and do not clearly share one concrete failing code path." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same v5 docs regression: obsolete pipeline task references after pipeline removals." + "reason": "Same docs cleanup: both report stale pipeline-task references after v5 pipeline removals." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes `_is_hf_initialized` incompatibility is unrelated to a YOLO multi-GPU `device_map='auto'` failure." + "reason": "bitsandbytes `_is_hf_initialized` incompatibility and YOLO multi-GPU device-map auto failure are unrelated." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Near-identical training-loss double-shift reports with the same failure pattern; only the example model differs." + "reason": "Near-identical training-loss double-shift bug reports; only the affected model family differs." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "`text_config` unwrapping for composite Qwen configs is not the same as the remote-code `config_class` AttributeError." + "reason": "Composite Qwen config unwrapping and remote-code `config_class` AttributeError are different `AutoModel` failures." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "`lm_head` tying in Mistral3 and non-persistent buffer corruption are different model-loading bugs." + "reason": "One is a tied lm_head issue in Mistral3; the other is a from_pretrained buffer-loading regression." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "These describe the same `_is_hf_initialized` / `init_empty_weights` incompatibility; 43872 is the concrete bitsandbytes symptom and 44291 names the root cause." + "reason": "Same underlying `_is_hf_initialized` TypeError during model initialization/loading, with different surface contexts." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "The remote-code umbrella issue is broader; 46661 is one specific `config_class` failure mode, not enough to merge as a duplicate." + "reason": "`config_class` missing on remote-code models is a specific loader failure, not enough evidence to merge with the broader remote_code regression." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "A model-level Whisper failure and a low-level fbank feature-extraction issue are related but not clearly the same bug." + "reason": "Whisper loading failure and `_torch_extract_fbank_features()` are related to audio, but not clearly the same bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed ZeRO-3 weight loading and DeepSpeed gradient averaging are different problems." + "reason": "Both involve DeepSpeed, but weight-loading failure and gradient averaging with GAS are different issues." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad error messaging for Voxtral tokenizer loading and a tokenizer load failure for est-roberta are different regressions." + "reason": "Different tokenizer/loading problems for different models; one is a bad error message, the other is a loading failure." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "CustomTrainer API breakage and a mask/tensor shape mismatch are unrelated." + "reason": "Unexpected `num_items_in_batch` in `compute_loss` and a mask/tensor shape mismatch are unrelated training errors." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a trust_remote_code variant." + "reason": "Gradient checkpointing ineffective in PEFT LoRA and missing `supports_gradient_checkpointing` on a trust_remote_code variant are not the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different model families; no shared concrete bug is evident." + "reason": "Both are model-loading failures, but for different model families and different root causes." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both mention ZeRO-3 weight loading, but one is Qwen3-Next all-params-missing and the other is Qwen3.5 language_model weights missing; too different to collapse." + "accept": true, + "reason": "Both report Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with the same missing-weights symptom." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Voxtral tokenizer error messaging and sleng-bert load failure are unrelated." + "reason": "Bad AutoTokenizer error messaging for Voxtral and inability to load cjvt/sleng-bert are different tokenizer issues." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from 3D position_ids / SDPA fallback is a different bug from the flash-attention `s_aux=None` crash." + "reason": "Gradient NaNs in RLHF and a flash_attention `s_aux=None` crash are distinct runtime problems." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same mask-shape mismatch IndexError; one report gives concrete dimensions, the other is the same error class more generally." + "accept": false, + "reason": "The two mask-shape IndexErrors are similar in wording but not clearly the same underlying bug without more evidence." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are video-related Qwen regressions, but the reported failures differ (`video input` regression vs `StopIteration` in embedding)." + "accept": true, + "reason": "Both point to the same Qwen3/Qwen3.5 video-input regression in v5.3.0; `StopIteration` looks like one manifestation of the broader bug." }, { "left": "issue:24643", @@ -1872,25 +1816,13 @@ "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading are different failures." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "These describe the same `_is_hf_initialized` / `init_empty_weights` incompatibility; 43872 is the concrete bitsandbytes symptom and 44291 names the root cause." - }, - { - "left": "issue:44863", - "right": "issue:46402", - "accept": false, - "reason": "NemotronH checkpoint loading and Sam3Model text-encoder weights not loading are separate model-specific regressions." + "reason": "PagedAttentionCache `linear_attention` group-type crash and NemotronH checkpoint loading are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous and only marks the clearest duplicate subgroups as matches. The accepted soft pairs are well-supported by the titles (`43827`/`44509`, `43872`/`44291`, `41093`/`44805`, and the two double-shift reports). No obvious overstatement of evidence." + "feedback": "The summary is grounded in the packet, and the accepted soft pairs look plausibly mergeable into single bugfix PRs without overstating certainty. The rejected pairs are also phrased conservatively." }, "evaluator_used": true, "retried": false, @@ -1901,7 +1833,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 6, "review_unit_count": 61, "status": "reviewed", @@ -1924,7 +1856,6 @@ "issue:43596", "issue:43632", "issue:43638", - "issue:43644", "issue:43645", "issue:43646", "issue:43716", @@ -1935,13 +1866,13 @@ "issue:43957", "issue:43994", "issue:44155", - "issue:44534", "issue:44560", "issue:44589", "issue:44661", "issue:44683", "issue:44756", "issue:44805", + "issue:44863", "issue:44877", "issue:44910", "issue:44918", @@ -1955,12 +1886,14 @@ "issue:45823", "issue:45834", "issue:45902", + "issue:46402", "issue:46489", "issue:46515", "issue:46858", "issue:46899" ], "soft_pairs": [ + "issue:44863|issue:46402", "issue:43366|issue:43828", "issue:43596|issue:46515", "issue:45325|issue:45902", @@ -1977,8 +1910,8 @@ "issue:43645|issue:43646", "issue:44560|issue:45685", "issue:43550|issue:44910", - "issue:44683|issue:46515", "issue:42617|issue:43366", + "issue:44683|issue:46515", "issue:44560|issue:44918", "issue:36010|issue:42915", "issue:45812|issue:46489", @@ -1991,256 +1924,255 @@ "issue:43632|issue:45834", "issue:43638|issue:44661", "issue:43596|issue:44661", - "issue:42491|issue:43720", "issue:44661|issue:44805", + "issue:42491|issue:43720", "issue:43317|issue:44756", - "issue:38175|issue:39692", - "issue:43644|issue:44534" + "issue:38175|issue:39692" ], - "prepared_review_unit_hash": "819b1752c1928ac84ddb0cd026f23f50f452b4c62f9712e02927cd3249d1f6a7", + "prepared_review_unit_hash": "47252df6e28e31ec3b716433e5b53f54b1d385e5b81f1fdd326ac09614ae0b86", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38345, - "estimated_input_tokens": 9587, - "estimated_eval_tokens": 19430 + "serialized_chars": 38366, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: most pairs are related by broad subsystem or model family only, not the same bug. I only consider four pairs true duplicates: custom model initialization, SigLIP2 bad outputs, non-persistent buffer corruption, and Gemma4 4-bit quantization/dtype casting.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43646 is the clearest general representative of a true duplicate subthread: it states the broad custom-model initialization regression without the notebook-specific framing of issue:43645.", + "summary": "Mostly distinct bug reports with a few true duplicates: the custom-model init regression, a BertModel/ZeRO3 IndexError, and the Gemma4 4-bit multimodal dtype-cast bug. Most other high-similarity pairs are only loosely related by model family or subsystem.", + "confidence": 0.78, + "canonical_issue_reason": "43646 is the broadest, clearest statement of the custom-model initialization regression; 43645 is just the Jupyter-specific manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best issue to anchor the cluster because it is the most general and readable among the actual duplicate candidates; the rest of the cluster is too mixed to serve as one canonical bug.", + "best_issue_reason": "43646 is the strongest standalone issue report here: concise, general, and clearly scoped to a single v5 regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." + }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different problems: GGUF gpt-oss support vs Phi autocast dtype mismatch." + "reason": "Unrelated bugs: GGUF gpt-oss support vs Phi-tiny-MoE dtype mismatch under autocast." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Both are generic failure reports, but the concrete bugs differ: deepspeed zero3/Bert indexing vs torch 2.4.1 incompatibility." + "reason": "Different root cause; one is a ZeRO3/BertModel IndexError, the other is a generic torch 2.4.1 incompatibility report." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different models and code paths: Qwen2.5-VL rope scaling vs Qwen3_5 MoE rotary embedding materialization." + "reason": "Different model families and code paths: Qwen2.5-VL rope indexing vs Qwen3_5Moe rotary embedding materialization." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated issues despite both mentioning Qwen3-MoE." + "reason": "Same broad family (Qwen3-MoE) but different changes: GGUF gpt-oss support vs sliding_window behavior." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Separate bugs: zero3/non-pretrained Bert indexing vs a torch-version incompatibility report." + "reason": "The Bert/ZeRO3 IndexError is specific; the torch 2.4.1 issue is broader and not the same concrete bug." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is an FSDP2 KeyError in text attention and the other is a device_map auto placement mismatch." + "reason": "Both Gemma4-related, but one is an FSDP2 shared_kv_states bug and the other is a device_map forward mismatch." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different failure modes and models: AudioFlamingo3 batch leakage vs Whisper empty-transcription generation." + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to Float8 storage loading errors." + "reason": "No shared underlying bug; gpt-oss GGUF support is unrelated to the Float8 storage error." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for Qwen2.5-VL is not the same as meta-device loading failures in other models." + "reason": "ImportError for a specific class vs a meta-device loading regression; not the same code path." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are unrelated bugs." + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-input index errors are different bugs." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 config failure is distinct from meta-device loading regressions." + "reason": "Qwen3-MoE FP8 loading failure is not the same as the generic meta-device loading regression." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as Qwen3-vl video StopIteration." + "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs Qwen3-vl embedding StopIteration." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve caching/position arithmetic, but one is a flash-attention illegal access on Qwen3.5 and the other is a static-cache torch.compile backend issue." + "reason": "Both involve attention/cache mechanics, but the concrete failures are different: packed 3D position_ids vs non-CUDA static-cache slice arithmetic." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression; 43645 is the notebook-specific manifestation of 43646." + "reason": "Same custom-model initialization regression; 43645 is the notebook-specific case of 43646's broader bug." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and error types: Qwen3-vl video inference vs MPS histogram on int tensors." + "reason": "Unrelated issues: Qwen3-vl video StopIteration vs an MPS histogram implementation gap for int tensors." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both mention attention/compile failures, but the concrete code paths differ: SDPA torch.compile on Bamba vs Qwen3.5 3D position_ids misread by flash attention." + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention position_ids misinterpretation." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "torch>=2.9 flex_attention failure is unrelated to a torch 2.4.1 incompatibility report." + "reason": "Not the same bug; a 3d_parallel.py runtime issue is unrelated to GGUF gpt-oss support." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Generic runtime failure for 3d_parallel.py is unrelated to gpt-oss GGUF support." + "reason": "Compiled flex_attention on torch>=2.9 is a specific attention/compiler regression, not a general torch 2.4.1 incompatibility." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen3.x issues, but one is a video StopIteration bug and the other is SFT input-embedding unpacking." + "reason": "Both Qwen3.5-related but different failures: video StopIteration vs trl SFT embedding unpacking." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 failures." + "reason": "Importing GenerationMixin and Qwen3-MoE FP8 failure are unrelated issues." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer regressions affecting different model families; not the same bug." + "reason": "Both tokenizer-related, but Granite token-ID corruption and DeepSeek-Coder tokenizer output mismatch are different bugs." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device placement mismatch is separate from the torch 2.4.1 compatibility issue." + "reason": "Gemma4 device-map forward mismatch is not the same as a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping add-new-model bug is unrelated to Gemma4 PLE device mismatch." + "reason": "Different areas: tokenizer-mapping model registration vs Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and likely causes: video StopIteration vs mask/tensor shape mismatch." + "reason": "Different failure modes and likely different model stacks; video StopIteration is not the same as a mask-shape IndexError." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 bad-output regression; both describe nonsensical/zero-probability behavior for google/siglip2-base-patch16-224." + "accept": false, + "reason": "Same model family, but the reports are too broad/ambiguous to be confident they are the same concrete bug." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit quantization/dtype-cast bug in multimodal embedders; the second issue is a broader restatement of the first." + "reason": "Same Gemma4 4-bit multimodal dtype-cast problem; 45672 is the audio-specific manifestation of 46899's broader bug." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they concern different models and failure conditions." + "reason": "Different config-validation failures on different models; not the same underlying issue." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long OCR index errors." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/Bert indexing failure is unrelated to tokenizer-mapping name handling." + "reason": "ZeRO3 BertModel IndexError and add-new-model-like/tokenizer-mapping behavior are unrelated." }, { "left": "issue:43596", - "right": "issue:44805", + "right": "issue:44661", "accept": false, - "reason": "Both are IndexError reports, but the shapes, APIs, and model contexts differ." + "reason": "Different bugs: BertModel ZeRO3 IndexError vs model-registration logic in add-new-model-like." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:44661", + "right": "issue:44805", "accept": false, - "reason": "LoRA/qwen3_moe hf4.x versus hf5.x incompatibility is a different problem from BitNet packed-weight loading." + "reason": "Tokenizer-mapping registration failure and mask-shape IndexError are unrelated." }, { - "left": "issue:44661", - "right": "issue:44805", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "Tokenizer mapping bug and mask/tensor shape mismatch are unrelated." + "reason": "LoRA/Qwen3 MoE compatibility on hf5.x is not the same as BitNet packed-weight loading under accelerate." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map offload failure and mmap OOM on Strix Halo are different memory/loading bugs." + "reason": "Device-map/offload loading failure and Strix Halo mmap OOM are different issues." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both involve SigLIP2, but one is a model output regression while the other is a documentation example with multiple issues." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Same non-persistent-buffer corruption regression in Transformers 5.x; titles differ only in phrasing." + "reason": "Related SigLIP2 model area, but one is bad output probabilities and the other is docs-example/model-processor/quantization errors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The four accepted duplicate pairs are reasonably supported by the issue titles, while the rest are appropriately rejected as related but distinct." + "feedback": "Overall grounded and conservative. The accepted duplicate pairs are well supported by the titles, and most rejected pairs are safely distinct at the level of evidence in the packet. The summary is also broadly consistent with the issue set." }, "evaluator_used": true, "retried": false, @@ -2251,7 +2183,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 7, "review_unit_count": 61, "status": "reviewed", @@ -2284,6 +2216,7 @@ "issue:44402", "issue:44451", "issue:44488", + "issue:44534", "issue:44756", "issue:44863", "issue:44910", @@ -2310,16 +2243,17 @@ "issue:46901" ], "soft_pairs": [ - "issue:42491|issue:45276", + "issue:43644|issue:44534", "issue:41720|issue:42915", + "issue:42491|issue:45276", "issue:42915|issue:44756", "issue:44451|issue:44488", "issue:44960|issue:44977", "issue:44863|issue:46846", "issue:46459|issue:46512", "issue:45313|issue:45357", - "issue:44488|issue:44991", "issue:45507|issue:46468", + "issue:44488|issue:44991", "issue:43644|issue:43645", "issue:42491|issue:45292", "issue:39692|issue:43994", @@ -2332,8 +2266,8 @@ "issue:44960|issue:46050", "issue:46897|issue:46901", "issue:45488|issue:45812", - "issue:45362|issue:45406", "issue:45276|issue:45335", + "issue:45362|issue:45406", "issue:44164|issue:44291", "issue:44910|issue:45588", "issue:44402|issue:44488", @@ -2341,223 +2275,229 @@ "issue:39692|issue:44960", "issue:41720|issue:44155" ], - "prepared_review_unit_hash": "4caa714ada8b33ec632f260e419d6d9e9af889c4ec71010529d5ff7604aade15", + "prepared_review_unit_hash": "a0179525bdca418c4c057d3987fe8a3d05863697fb53bfef388bd2032ea05d03", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36102, - "estimated_input_tokens": 9026, - "estimated_eval_tokens": 18308 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous Transformers 5.x regressions spanning tokenizer loading, quantization/offloading, model-specific loading failures, and training bugs. Only the two BERT tokenizer-loading reports look like true duplicates; the rest are too model- or code-path-specific to merge.", - "confidence": 0.84, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; issue 43873 is the broadest still-open anchor, but it does not subsume the other reports.", + "summary": "Mostly heterogeneous cluster with one well-supported duplicate pair: the Transformers v5 non-persistent-buffer junk regression reported first in 43644 and again in 44534. The remaining soft pairs look like different bugs, models, or code paths.", + "confidence": 0.9, + "canonical_issue_reason": "43644 is the cleanest canonical issue because it is the earlier report of the same Transformers v5 non-persistent-buffer junk regression later repeated in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative because it is open, broadly scoped, and has the most ongoing discussion/inbound references among the open items.", + "best_issue_reason": "43644 is the best representative issue since it is the earlier report of the same v5 non-persistent-buffer junk regression seen again in 44534.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Different bugs: Qwen3 MoE LoRA incompatibility vs Gemma4 token-embedding resize behavior." + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer junk regression; 44534 reads like a later duplicate report of 43644." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-related, but one is an A800 auto-device-map crash and the other is a FineGrainedFP8Config failure." + "reason": "Different Qwen3 failures: auto device mapping cudaErrorAssert vs Qwen3Moe FineGrainedFP8Config." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both mention Qwen/embedding-related problems, but the underlying bugs are different: LoRA hf4.x/hf5.x compatibility vs resize_token_embeddings behavior." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3 FP8 config failure and Strix Halo mmap OOM are unrelated code paths." + "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated problems." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both report the same generic model-loading failure for different BERT repos, with no sign of distinct root causes." + "accept": false, + "reason": "Both are model-loading failures, but they refer to different checkpoints and no shared concrete cause is evident." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms; too little evidence of a shared concrete bug." + "reason": "Different models and failure modes: GLM5 versus Qwen3.5 flash-attention generation." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan missing entries are separate issues." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are separate code paths." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is loading composite checkpoints and the other is from_config config-state drift." + "reason": "Both involve dtype, but one is ignored during composite checkpoint loading while the other leaves config.dtype stale during from_config." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-key regression are different failures." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": true, - "reason": "Both are the same class of tokenizer-loading regression affecting specific BERT-like repos in transformers>=5.0." + "reason": "Both are Qwen3.5 save/load regressions, but one is ZeRO-3 weight loading and the other is incorrect visual-encoder key saving." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and broken Nemotron example do not share the same concrete bug." + "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/loading issues for different models; no concrete same bug is shown." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are unrelated regressions." + "reason": "One is a buffer-initialization regression; the other is a Jupyter custom-model initialization issue." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Unrelated: Qwen3 MoE LoRA reuse vs a generic resize_token_embeddings/output_embeddings bug." + "reason": "Different resize/compatibility issues: LoRA hf4.x/hf5.x versus output_embeddings not updating." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Different SigLIP2 example error vs SigLIP2 AutoModel/pipeline wrong results; not the same bug." + "reason": "Both involve SigLIP2, but one is a docs example mismatch/quantization failure and the other is a nonsensical AutoModel/pipeline output bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE offloading/accelerate-deepspeed issue vs GLM-4.7-Flash unit-test load failure." + "reason": "Qwen3 MoE offloading/deepspeed training and GLM-4.7 model loading are different issues." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both concern Qwen3/quantization, but one is training memory usage and the other is offloading behavior." + "reason": "Training memory inefficiency and offloading-with-quantization behavior are distinct." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint resume math and SGD argument handling are unrelated." + "reason": "Trainer max_steps resume logic and SGD optimizer args not being used are unrelated." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Qwen3 MoE memory usage and int4 reserved-memory/OOM regression are different issues." + "reason": "Qwen3 MoE training memory inefficiency is not the same as the general int4 CUDA reserved-memory regression." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7-Flash test loading and Qwen3-VL weight-shape mismatch are separate model-loading problems." + "reason": "Different model-loading problems: unit-test load failure versus Qwen3-VL weight-shape mismatch." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different architectures and failures; not the same underlying bug." + "reason": "LoRA model incompatibility and t5gemma resize_token_embeddings not updating decoder embeddings are separate bugs." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading/inference and sinq save_pretrained/from_pretrained corruption are unrelated." + "reason": "GLM5 and sinq quantization save/load failures do not look like the same underlying bug." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Same symptom family, but these are separate model implementations and not clearly the same code-path bug." + "reason": "Both are training-loss double-shift reports, but they target different model implementations and no shared concrete code path is evident." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families; too broad to merge." + "reason": "Different tokenizer regressions affecting different model families and likely different fixes." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:45276", + "right": "issue:45335", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate issues." + "reason": "Both are resize_token_embeddings complaints, but they affect different model classes and embedding targets." }, { - "left": "issue:45276", - "right": "issue:45335", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both involve resize_token_embeddings, but they are distinct model-specific embedding propagation bugs." + "reason": "Qwen3.5 chat crash and Gemma4Processor _tokenizer AttributeError are unrelated." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument mismatch are different loader bugs." + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loading bugs." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention failures with different triggers and models." + "reason": "Both touch flash attention, but one is a packed-sequence misinterpretation causing illegal memory access and the other is an AttributeError on s_aux=None." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch is a different bug from the BERT loading failure." + "reason": "Token vocab mismatch and a model-loading failure for a different checkpoint are not clearly the same bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading failure are not the same defect." + "reason": "Torch 2.10 incompatibility and meta-device model loading breakage are unrelated." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 documentation errors and GLM5 issue are unrelated." + "reason": "SigLIP2 docs/model issues and GLM5 are unrelated model families and bugs." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-map assert and AudioFlamingo3 batched inference leak are unrelated." + "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched inference token/embedding leakage are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the pairwise judgments are generally conservative. The open-item anchor choice of issue 43873 is supported by its higher discussion/inbound-reference activity, and the accepted BERT-loading pair is plausibly the same regression class. No mergeability overreach is evident." + "accept": false, + "feedback": "The duplicate call on issue:43644 \u2194 issue:44534 is well supported by the titles and chronology, and the overall cluster summary is conservative. However, the best_issue_reason overstates the packet evidence by calling 43644 \"specific\" and \"reproducible\"; those properties are not grounded in the provided packet. Please keep the justification limited to observable evidence (same v5 non-persistent-buffer junk regression, earlier report)." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2565,7 +2505,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 8, "review_unit_count": 61, "status": "reviewed", @@ -2627,8 +2567,8 @@ "soft_pairs": [ "issue:45663|issue:45759", "issue:43404|issue:43454", - "issue:44079|issue:46829", "issue:44291|issue:44756", + "issue:44079|issue:46829", "issue:42947|issue:45704", "issue:43873|issue:44387", "issue:44292|issue:44912", @@ -2657,226 +2597,226 @@ "issue:44589|issue:44756", "issue:43425|issue:43828" ], - "prepared_review_unit_hash": "c0dbae09dc1ca99f53e624f04dea6b358b5b70fad7ad89aeca6ab544714ff3b1", + "prepared_review_unit_hash": "d2c135535814c48156749523cf1db9333bd9690f6aa7b795e6f33cb1a9119c46", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37128, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 + "serialized_chars": 37129, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated Transformers issues. The only clear duplicate family is the resize_token_embeddings propagation bug across related Gemma/t5gemma reports; most other pairs share only a broad subsystem or symptom class and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45292 is the broadest, most neutral statement of the shared resize_token_embeddings/output_embeddings bug, while 45276 and 45335 read as model-specific variants of the same underlying defect.", + "summary": "This cluster is mostly heterogeneous, but it contains one clear duplicate chain around `resize_token_embeddings`/output embedding updates and one plausible duplicate pair around `lm_head` weight tying in multimodal generation models.", + "confidence": 0.74, + "canonical_issue_reason": "`issue:45292` is the broadest, most central formulation of the `resize_token_embeddings` bug and cleanly covers the more specific model reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best canonical issue because it describes the core bug without overfitting to one model family and cleanly subsumes the two related resize_token_embeddings reports.", + "best_issue_reason": "`issue:45292` is the best cluster anchor because it states the underlying bug generically, while `issue:45276` and `issue:45335` read as model-specific manifestations.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Both involve model/config handling, but one is an FSDP2 KeyError in Gemma4 attention and the other is a Qwen multimodal config unwrap issue; different code paths and fixes." + "reason": "Related Transformer model/config issues, but they describe different failures (`shared_kv_states` rebuild vs `text_config` unwrapping) and do not look like the same bug." }, { "left": "issue:43404", "right": "issue:43454", - "accept": false, - "reason": "Both mention lm_head tying, but they affect different model families (Mistral3 vs AyaVision) and likely different tying logic." + "accept": true, + "reason": "Both report the same underlying `lm_head` weight-tying failure in multimodal generative models, causing bad/garbage generation." }, { - "left": "issue:44079", - "right": "issue:46829", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "These are different bugs: a generic ModelOutput key assignment issue versus a VideoPrism classifier output field mix-up." + "reason": "Different failure modes: unexpected `_is_hf_initialized` argument vs mmap/OOM behavior on Strix Halo." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:44079", + "right": "issue:46829", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and Strix Halo mmap/OOM are unrelated failure modes." + "reason": "Both involve output structures, but one is `ModelOutput` key assignment and the other is a video classifier returning the wrong tensor field." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and a T5 apex RMSNorm memory leak are separate bugs in different areas." + "reason": "Unrelated bugs: gradient checkpointing with PEFT LoRA vs an apex RMSNorm memory leak in T5." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both concern quantization, but one is offloading behavior and the other is increased reserved memory/OOM under int4; not the same defect." + "reason": "Both mention quantization/memory, but one is offloading not working and the other is increased reserved memory under int4; not the same bug." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and symptoms: NVFP4 load error versus MXFP4 fallback to bf16." + "reason": "Different quantization/loading bugs for different models and formats; too broad to be duplicates." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing GenerationMixin and Whisper return_language pipeline regression are unrelated issues." + "reason": "ImportError for `GenerationMixin` is unrelated to Whisper pipeline `return_language` regression." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Both are model-specific runtime problems, but one is Gemma4 FSDP2 state handling and the other is Qwen3.5-MoE CPU offload compatibility." + "reason": "Different model-specific problems: FSDP2 shared-kv handling vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization OOM and disabling mmap on Strix Halo are different memory-path issues." + "reason": "One is int4 quantization OOM, the other is disabling mmap on Strix Halo; same memory theme but different root causes." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "One is LoRA/gradient-checkpointing ineffectiveness; the other is eval-mode incompatibility. Similar theme, not same bug." + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA ineffectiveness and the other about eval-mode usage." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated model-specific bugs." + "reason": "Different model families and different bugs: batched inference embedding leak vs device mismatch in Gemma4 PLE." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOM are distinct loading/runtime problems." + "reason": "Meta-device model loading issue is unrelated to Strix Halo mmap OOM." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug and Gemma4 FSDP2 attention state bug are unrelated." + "reason": "`SwitchTransformersConfig` sparse-layer creation and Gemma4 FSDP2 attention state are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings does not propagate updated embeddings correctly; 45276 is the Gemma4-specific manifestation and 45292 states the general failure." + "reason": "Same `resize_token_embeddings`/output-embedding bug; `45276` is a model-specific instance of the broader `45292` report." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is a broken official example; insufficient evidence of the same code-path." + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is a broken official example; not the same concrete bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL variants and strict Granite Speech config loading are separate issues." + "reason": "Different areas: video-input regression in Qwen VL models vs strict config loading for `granite_speech`." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing and RLHF NaN explosion from 3D position_ids/SDPA fallback are different bugs." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to RLHF NaN/SDPA fallback behavior." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap/OOM are unrelated." + "reason": "Save/load `extra_state` handling and mmap OOM are distinct problems." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load flows, but one is permissions propagation and the other is wrong module reloading; different defects." + "reason": "Both involve custom models and serialization, but one is permissions propagation and the other is loading the wrong custom module." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "Flash-attention `s_aux=None` crash is a different code path from Gemma4 FSDP2 `shared_kv_states` rebuilding." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer bugs." + "reason": "Both involve tokenizer behavior, but BPE-marker handling and `continue_final_message` are separate issues." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Model-load test failure for GLM-4.7 is unrelated to Qwen3.5 checkpoint-save regression." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings propagation bug: both report that resized embeddings do not update the relevant output/decoder embedding weights." + "reason": "Same underlying `resize_token_embeddings` bug; one report is generic output embeddings, the other is the decoder.embed_tokens manifestation." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Both describe a training-loss double-shift pattern, but they are on different models and lack evidence of a single shared code-path." + "reason": "Both mention a label-shift problem, but they are model-specific training-loss bugs without enough evidence of a single shared code path." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are distinct runtime issues." + "reason": "Dtype mismatch under autocast and meta-device loading failures are different problems." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab mismatch for specific tokens and a model load failure are not the same bug." + "reason": "Different tokenizer/vocab issues for different models; not the same underlying defect." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0 and Trainer resume/max_steps miscalculation are unrelated." + "reason": "Custom model initialization breakage in notebooks and `resume_from_checkpoint` max-steps miscalculation are unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are separate issues." + "reason": "Transformers 5.0 custom model initialization in Jupyter is distinct from save/from_pretrained `extra_state` handling." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are different problems." + "reason": "Storage-type lookup error and Strix Halo mmap/OOM are separate runtime issues." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and autocast dtype mismatch are not the same underlying bug." + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different compatibility/runtime problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The resize_token_embeddings family is the only clearly supported duplicate cluster, and the other pair rejections avoid overclaiming shared root causes. No obvious unsupported mergeability claims stand out." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the titles/body summaries: the `resize_token_embeddings` trio looks like one bug family, and the `lm_head` weight-tying issues read as a plausible shared defect. The rejected pairs generally have distinct failure modes and the analyst does not overstate those links." }, "evaluator_used": true, "retried": false, @@ -2887,7 +2827,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 9, "review_unit_count": 61, "status": "reviewed", @@ -2904,7 +2844,6 @@ "issue:43452", "issue:43596", "issue:43611", - "issue:43644", "issue:43645", "issue:43716", "issue:43856", @@ -2947,8 +2886,8 @@ "issue:46899" ], "soft_pairs": [ - "issue:45812|issue:46315", "issue:46315|issue:46491", + "issue:45812|issue:46315", "issue:39404|issue:45701", "issue:44530|issue:45084", "issue:43611|issue:43645", @@ -2978,235 +2917,228 @@ "issue:45479|issue:46897", "issue:44164|issue:46821", "issue:44488|issue:44987", - "issue:44488|issue:45081", - "issue:43611|issue:43644" + "issue:44488|issue:45081" ], - "prepared_review_unit_hash": "256aaa98dbec636a3c3becea3ad982a3520891ffab08f73535139c5b3869d20f", + "prepared_review_unit_hash": "1ff7389feaec490cf5574cddfecfc2a6045e8cde51a8ffd93f8158c90648a867", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37736, - "estimated_input_tokens": 9434, - "estimated_eval_tokens": 19124 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly distinct Transformers v5 regressions across different model families and subsystems; none of the soft pairs look like true duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45812 is the strongest representative anchor: it is a concrete, high-impact v4\u2192v5 tokenizer regression with multiple inbound references and a clear failure mode.", + "summary": "This cluster is heterogeneous: it mixes several separate Transformers v5 regressions (tokenizers, model loading, multimodal, docs/perf) rather than one duplicate bug. None of the soft-edge pairs look like the same underlying issue; 45812 is only the best anchor because it is the clearest broad tokenizer regression.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45812 is the most concrete and broadly impactful regression here (AutoTokenizer producing wrong IDs across Granite models); the other issues are narrower, model-specific, or unrelated, so there is no better duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best standalone issue to surface because it is specific, well-scoped, and broadly relevant compared with the more specialized reports.", + "best_issue_reason": "issue:45812 is the best overall representative because it is user-facing, reproducible, and spans multiple models rather than a single niche failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45812", - "right": "issue:46315", + "left": "issue:46315", + "right": "issue:46491", "accept": false, - "reason": "Different bug class: wrong token IDs for Granite vs a tokenizer performance regression in convert_tokens_to_ids." + "reason": "Performance regression in convert_tokens_to_ids vs encode/decode space-roundtrip behavior; different symptom and root cause." }, { - "left": "issue:46315", - "right": "issue:46491", + "left": "issue:45812", + "right": "issue:46315", "accept": false, - "reason": "Performance regression in added-token lookup vs a CodeLlama encode/decode spacing bug." + "reason": "Wrong token IDs for Granite models is not the same bug as slow conversion for slow tokenizers with many added tokens." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language failure is unrelated to a general tokenization regression report." + "reason": "Whisper return_language pipeline regression and docs/tokenization version-change report are different failures." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different code paths: PagedAttentionCache group-type crash vs template compilation error." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are unrelated code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base_model_prefix loading issue and Jupyter custom-model init issue are separate regressions." + "reason": "base_model_prefix loading failure and Jupyter custom-model initialization issue are distinct model-loading problems." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Pipeline return_language breakage is not the same as from_pretrained behavior inside Python classes." + "reason": "Whisper pipeline regression is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility in flex_attention is unrelated to Gemma4 device-map forwarding." + "reason": "torch>=2.9 flex_attention compilation failure is different from Gemma4 PLE device mismatch in forward." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same failure as YOLO multi-GPU device-map handling." + "reason": "Torch version incompatibility and YOLO multi-GPU device_map issue are not the same bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic torch incompatibility does not match the specific dtype mismatch in Mistral-3 preprocessing." + "reason": "General torch 2.10 incompatibility does not match the Mistral dtype mismatch report." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility and Gemma4 device mismatch are different problems." + "reason": "Torch compatibility issue and device_map auto mismatch affect different mechanisms." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation." + "reason": "Missing Float8 storage object and compile/template-node error are unrelated low-level failures." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen video-input regression and mask-shape IndexError are different model/input failures." + "reason": "Video-input regression for Qwen VL models is not the same as a mask/tensor shape IndexError." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the linear_attention cache crash." + "reason": "Isolated reproduction of issue 38071 and linear_attention cache crash are different issues." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different pipeline/deprecation topics." + "reason": "Both are docs-related, but they refer to different pipeline/task documentation problems." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM predictions and est-roberta tokenizer loading are unrelated." + "reason": "CamemBERT masked-LM prediction regression and tokenizer load failure for EMBEDDIA/est-roberta are distinct." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Wrong SigLIP2 outputs are not the same as ModelOutput key assignment behavior." + "reason": "SigLIP2 incorrect outputs and ModelOutput key assignment bug are separate code paths." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method conflict and gguf_file loading breakage are different tokenizer/model-loading failures." + "reason": "Tokenizer method-name conflict and gguf_file from_pretrained breakage are unrelated loading errors." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation at non-default resolution." + "reason": "torch.export failures with torch_compilable_check are not the same as Perceiver interpolation/image-size failure." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper return_language regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized model save/load failure is not the same as mistral_common continue_final_message behavior." + "reason": "Quantized save/from_pretrained breakage and continue_final_message with mistral_common are different bugs." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and composite config unwrapping are different APIs and bugs." + "reason": "extra_state save/load handling and text_config unwrapping for composite configs are distinct model-loading behaviors." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction issue and a tokenizer chat-template bug are not duplicates." + "reason": "The reproduction of issue 38071 does not match the mistral_common continue_final_message bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures: est-roberta loading vs Mistral regex patching on a backend tokenizer object." + "reason": "Tokenizer loading failure and _patch_mistral_regex backend_tokenizer crash are different tokenizer issues." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Qwen3VL model-loading breakage and Qwen3-VL weight-shape mismatch are related by family only, not the same concrete bug." + "reason": "Both concern Qwen3-VL loading, but one is a MoE/version break and the other is a specific weight-shape mismatch." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device-map mismatch and Gemma4 4-bit multimodal dtype-cast issues are separate failure modes." + "reason": "Gemma4 device_map auto forward mismatch and Gemma4 4-bit multimodal dtype-cast breakage are separate failures." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss classification bug is unrelated to the CohereASR training-loss double-shift issue." + "reason": "Zero-loss classification bug and ASR double-shift training bug are different training losses." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different memory problems." + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are unrelated performance/memory issues." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3 init IndexError in BertModel is unrelated to compiled flex_attention on torch>=2.9." + "reason": "DeepSpeed Zero3/BertModel IndexError and torch>=2.9 flex_attention compilation failure are unrelated." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Sequence-classification loss bug does not match the Florence2 double-shift training-loss bug." + "reason": "Single-label classification zero-loss and Florence2 double-shift training bug are different model-specific training issues." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state persistence is unrelated to the TimesFM window_size attribute error." + "reason": "extra_state persistence bug and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they affect different models and likely different root causes." + "reason": "Two loading failures, but for different models and likely different root causes." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Generic model-loading failure is not the same as the Mistral regex patch crash." - }, - { - "left": "issue:43611", - "right": "issue:43644", - "accept": false, - "reason": "Loading models with base_model_prefix and non-persistent buffer junk are distinct regressions." + "reason": "Loading cjvt/sleng-bert and Mistral regex patch crash are separate tokenizer/model-loading problems." } ] }, @@ -3220,7 +3152,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 10, "review_unit_count": 61, "status": "reviewed", @@ -3248,6 +3180,7 @@ "issue:43482", "issue:43541", "issue:43582", + "issue:43611", "issue:43632", "issue:43643", "issue:43644", @@ -3276,14 +3209,14 @@ "issue:46285", "issue:46326", "issue:46402", - "issue:46489", - "issue:46869" + "issue:46489" ], "soft_pairs": [ "issue:44462|issue:46489", + "issue:43611|issue:43644", "issue:42796|issue:43404", - "issue:46285|issue:46402", "issue:36032|issue:42915", + "issue:46285|issue:46402", "issue:43716|issue:45084", "issue:32090|issue:39404", "issue:44661|issue:44683", @@ -3297,9 +3230,9 @@ "issue:43582|issue:43632", "issue:42175|issue:46178", "issue:34567|issue:40444", - "issue:43883|issue:44488", "issue:40444|issue:46326", "issue:44206|issue:44220", + "issue:43883|issue:44488", "issue:44811|issue:45584", "issue:36032|issue:43645", "issue:43452|issue:43482", @@ -3307,218 +3240,216 @@ "issue:43317|issue:43482", "issue:45084|issue:45507", "issue:43262|issue:43377", - "issue:43746|issue:46326", - "issue:43883|issue:44991", - "issue:45084|issue:46869" + "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "873c579097a1926b6d318b965c440e6f64dd1f3fd9364db68971111709f6b82a", + "prepared_review_unit_hash": "67c0462a66a9d3576ef6e68af830834b8f6dddc4d046c220eeb413043df50a1c", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36689, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "soft_pair_count": 29, + "serialized_chars": 36422, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with a few likely duplicate pairs around v5 init regressions and audio feature extraction. I would keep this cluster centered on the generic Transformers v5 custom-model initialization regression.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43646 is the broadest, most representative regression here: it describes the general Transformers 5.0.0 custom-model initialization breakage that likely subsumes the more specific buffer-init symptom in issue:43644.", + "summary": "Most pairs are clearly distinct issues from different code paths. I only accept the audio feature-extraction pair as likely the same underlying bug; the rest are too broad or target different failures. No PRs are present.", + "confidence": 0.8, + "canonical_issue_reason": "issue:44206 is the clearest representative of the accepted duplicate pair: it states the concrete regression and failure mode, while issue:44220 is the more generic function-level symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best global representative because it is the clearest high-level bug report in the set and maps to a concrete, broadly relevant v5 regression rather than a model-specific symptom.", + "best_issue_reason": "issue:44206 is the strongest issue candidate overall because it is specific, actionable, and names the exact broken path and crash condition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is about ignoring tokenizer.json and the other is a DeepSeek-Coder-specific output mismatch; not the same concrete bug." + "reason": "Both are tokenizer-loading regressions, but one is about ignoring tokenizer.json and the other is a specific DeepSeek-Coder v1 output regression; not the same bug." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Different subsystems and failures: tokenizer BPE marker handling vs a tied lm_head weight issue in Mistral3." + "reason": "Both are Transformers v5 regressions, but they describe different failures: model loading/base_model_prefix vs junk non-persistent buffers." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Both mention model structure/loading, but CLIP structure inconsistency and Sam3 text-encoder weights missing are distinct regressions." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated bugs in different model components." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Unrelated: T5 tokenizer special-token API conflict vs Qwen3Moe FP8 config failure." + "reason": "A T5 tokenizer method-name conflict is unrelated to a Qwen3Moe FP8 configuration failure." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model structure/loading, but CLIP text model inconsistency and Sam3 text-encoder weight loading are different defects." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Different code paths: image preprocessor/model dtype mismatch vs a template compilation error." + "reason": "Mistral-3 image preprocessor dtype mismatch is not the same as a template-compilation error." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline behavior are unrelated." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are separate code paths and symptoms." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different areas: tokenizer-mapping model addition vs compiled flex_attention on torch>=2.9." + "reason": "Model registration logic and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device placement, but XLNet CPU arange and Qwen3_5Moe CPU offload are separate model-specific bugs." + "reason": "Both are device/offload-related, but one is XLNet CPU tensor creation and the other is Qwen3.5-MoE rotary embedding CPU offload support." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Trust-remote-code config field loss is unrelated to Qwen3.5 PagedAttentionCache linear_attention crashes." + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache linear_attention crash are different problems." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they target different models and likely different loader regressions." + "reason": "Two different model-loading regressions; nothing indicates the same underlying failure." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to runtime post-processor updates in TokenizersBackend." + "reason": "High perplexity on gpt-oss-20b is not the same as runtime post-processor updates in TokenizersBackend." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both involve Qwen models, but FineGrainedFP8Config failure and linear_attention group-type crash are distinct problems." + "reason": "Both mention Qwen models, but the FP8 config failure and the linear_attention cache crash are distinct issues." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to the non-template-node compilation error." + "reason": "Grouped_mm tracing failure and non-template-node compilation failure are different compiler/runtime bugs." }, { "left": "issue:43644", "right": "issue:43646", - "accept": true, - "reason": "Both describe the same v5 custom-model initialization regression; 43644 is a concrete symptom of the broader initialization breakage in 43646." + "accept": false, + "reason": "Both are Transformers v5 breakages, but one is about buffers and the other about custom model initialization." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized flag regression are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both are backend/package-related, but missing tensorflow in torch extras and missing tensorflow_text in BACKENDS_MAPPING are different issues." + "reason": "Both concern backend availability, but pip extras omitting TensorFlow and a missing tensorflow_text BACKENDS_MAPPING entry are different issues." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token-count tracking and Qwen2.5-VL multi-image iterable dataset failures are unrelated." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Molmo tied-weights metadata and loading cjvt/sleng-bert are unrelated loading issues." + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failures are unrelated." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different domains and failures: multimodal fine-tuning with multiple images vs mistral_common continue_final_message behavior." + "reason": "Multi-image fine-tuning failure and mistral_common continue_final_message behavior are different bugs." }, { "left": "issue:44206", "right": "issue:44220", "accept": true, - "reason": "Both point to the same audio feature-extraction path; 44206 gives the concrete unsupported-center crash that fits the generic _torch_extract_fbank_features() report." + "reason": "Both point to the same audio feature-extraction failure path; 44206 gives the concrete symptom and 44220 names the underlying helper function." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and failure to load a specific BERT model are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different bugs." + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different failures." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token method conflict is unrelated to Jupyter custom-model initialization breakage." + "reason": "Tokenizer special-token attribute conflict is not the same as Jupyter custom-model initialization breakage." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF loading, but one is a generic gguf_file/from_pretrained breakage and the other is a specific Qwen2.5-GGUF load failure; not clearly the same concrete bug." + "reason": "Both are GGUF-related, but one is a general gguf_file API break and the other is a specific Qwen2.5-GGUF loading regression; not clearly the same bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are different loader problems." + "reason": "GPU+CPU offload dequantization loading and Qwen2.5-GGUF loading failures are different code paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "A template compilation error and an invalid method call in GraniteMoEHybrid are not the same issue." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single mismatch are distinct issues." + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask output mismatch are separate bugs." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech and mistral_common continue_final_message are unrelated." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Missing all_tied_weights_keys for Molmo and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + "reason": "PEFT adapter loading from local checkpoints and mistral_common continue_final_message behavior are unrelated." }, { - "left": "issue:45084", - "right": "issue:46869", + "left": "issue:44462", + "right": "issue:44987", "accept": false, - "reason": "Non-template-node compilation failure and YOLO multi-GPU device-map loading failure are unrelated." + "reason": "Ignoring tokenizer.json and failing to load a specific model are different tokenizer-loading issues with no clear shared root cause." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The choice of issue:43646 as the representative v5 custom-model initialization regression is reasonable, and the two accepted soft pairs (43644/43646 and 44206/44220) are plausibly same-bug clusters without overclaiming. The rejected pairs are mostly framed narrowly enough to avoid overstating duplicates." + "feedback": "The judgments are grounded in the packet and stay conservative overall. The only accepted soft pair, issue:44206/issue:44220, is a plausible same-bug audio feature-extraction cluster; the rest are reasonably treated as distinct failure modes. No PR pairs are present." }, "evaluator_used": true, "retried": false, @@ -3529,7 +3460,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 11, "review_unit_count": 61, "status": "reviewed", @@ -3552,17 +3483,16 @@ "issue:43425", "issue:43531", "issue:43540", - "issue:43611", "issue:43632", "issue:43645", "issue:43646", "issue:43742", "issue:43792", "issue:43819", + "issue:43883", "issue:43994", "issue:44008", "issue:44062", - "issue:44220", "issue:44265", "issue:44291", "issue:44403", @@ -3573,12 +3503,12 @@ "issue:44534", "issue:44589", "issue:44610", - "issue:44683", "issue:44849", "issue:44877", "issue:44987", "issue:44991", "issue:45081", + "issue:45084", "issue:45216", "issue:45325", "issue:45357", @@ -3589,8 +3519,10 @@ "issue:46899" ], "soft_pairs": [ + "issue:45084|issue:46869", "issue:43646|issue:44534", "issue:43792|issue:46869", + "issue:43883|issue:44991", "issue:44403|issue:45081", "issue:43645|issue:44534", "issue:44849|issue:45325", @@ -3612,231 +3544,229 @@ "issue:44479|issue:45325", "issue:43632|issue:46821", "issue:36032|issue:41720", - "issue:45216|issue:45357", "issue:43531|issue:44877", + "issue:45216|issue:45357", "issue:44991|issue:46315", "issue:43425|issue:44403", - "issue:43296|issue:43531", - "issue:44220|issue:44683", - "issue:43611|issue:44534" + "issue:43296|issue:43531" ], - "prepared_review_unit_hash": "2cdb6e76c9eaff568a31695c4add9b39fadce31028f7c36d1da54b9377875f3f", + "prepared_review_unit_hash": "eb13255cc4c0658f56b466cf5dccd2136c40c38f91ad817a8d72634286d492a7", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36746, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a heterogeneous mix of unrelated Transformers bugs. I only accept one soft-duplicate pair: the two Qwen3.5 save_pretrained regression reports. Everything else is too model-, path-, or symptom-specific to safely merge.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45216 is the clearest canonical issue because it states the broad Qwen3.5 save_pretrained regression, and 45357 reads like a narrower follow-up on the same serialization problem.", + "summary": "The packet is mostly a heterogeneous mix of unrelated regression reports. I would only accept the Qwen3.5 save_pretrained pair as a likely duplicate; the Qwen video/rope-index pair is too speculative from titles alone and should be kept separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the broadest representative issue in the set: it is a user-facing Qwen VL regression report spanning multiple variants, making it the best overall issue anchor.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the best global issue anchor here: it is the broadest actionable duplicate target among the only clearly overlapping pair.", + "best_issue_reason": "issue:44479 is the most representative issue overall because it has the broadest regression framing and the clearest cross-model impact among the issues in this packet.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Template compilation failure vs YOLO multi-GPU device-map failure are unrelated bugs." + }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; different bugs." + "reason": "Custom model init breakage and non-persistent buffer serialization are different code paths." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper loading failure and YOLO multi-GPU device-map assertion are unrelated models and code paths." + "reason": "Whisper runtime failure and YOLO auto device-map failure are unrelated model bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Tied-weights attribute error and tokenizer load failure are not the same defect." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise and a Mistral tokenizer regex patch crash are not the same underlying issue." + "reason": "Model-loading noise and tokenizer regex crash are different issues." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model initialization failure is distinct from junk-filled non-persistent buffers." + "reason": "Notebook custom-model init breakage and junk buffer behavior are separate regressions." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and Qwen2.5-VL rope scaling bug are different model families and defects." + "reason": "Different Qwen3.5 bug surface and different underlying symptom: hidden states vs rope-index scaling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI batching/padding-mask mismatch and DAC from_latents/STE mismatch are unrelated audio-model bugs." + "reason": "Different multimodal/audio correctness bugs with unrelated failure modes." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head weight behavior, but one is a Mistral3 tying bug and the other is device-dependent serialization inconsistency." + "reason": "Weight tying in a model class and save_pretrained serialization inconsistency are not the same bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning a tensor are separate generation/caching issues." + "reason": "Chunked generation inconsistency and StaticCache return-type mismatch are distinct problems." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A model-loading failure and a tokenizer regex patch crash do not look like the same bug." + "reason": "Tokenizer load failure and Mistral regex patch crash are unrelated tokenizer bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are different model-specific problems." + "reason": "Siglip2 inference corruption and OmDet processor size mismatch affect different subsystems." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Loading ScandiBERT and Mistral tokenizer regex patching are unrelated failures." + "reason": "ScandiBERT load failure and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 config failure and init_empty_weights/_is_hf_initialized argument breakage are different paths." + "reason": "Both touch compatibility, but FP8 config failure and init_empty_weights argument handling are different bugs." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric lookup and num_input_tokens_seen not updating are unrelated trainer bugs." + "reason": "Early stopping metric selection and num_input_tokens_seen updating are unrelated Trainer issues." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable collision and Gemma4 quantization dtype-cast issues are different multimodal bugs." + "reason": "Gemma3n variable collision and Gemma4 quantization dtype cast are different multimodal bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM key error are not the same defect." + "reason": "T5 tokenizer method conflict and MobileLLM key error are unrelated loading errors." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword conflict and a model-loading failure for physical-intelligence/fast are unrelated." + "reason": "AddedToken keyword duplication and tokenizer loading failure are distinct tokenizer defects." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check and OmDet-Turbo image-size mismatch are different issues." + "reason": "torch.export support issue and processor image-size mismatch are unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Float8 storage lookup failure are distinct runtime problems." + "reason": "Float8/quantization involvement is too broad; config failure and storage deserialization are not the same bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation overhead/performance regression is not the same as a return-type contract bug in StaticCache." + "reason": "Generation performance overhead and cache length contract mismatch are different issues." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal failures." + "reason": "Llava Next load crash and Qwen3OmniMoe video ValueError are unrelated multimodal bugs." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "A broad video-input regression across Qwen models is not the same as the still-image temporal position_ids bug." + "reason": "Related Qwen area, but titles point to different concrete bugs: a broad video-input regression across several models versus a still-image temporal position_ids scaling issue in Qwen2.5-VL." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized regression and TimesFM window_size AttributeError are unrelated." + "reason": "Transformers v5 init-flag breakage and TimesFM window_size AttributeError are unrelated compatibility issues." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer constructor conflict and Qwen3 auto device mapping CUDA assert are different bugs." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained serialization regression; 45357 is a narrower manifestation about incorrect visual encoder keys." + "reason": "Tokenizer conflict and YOLO auto device-map CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech config loading are unrelated config/model issues." + "reason": "Qwen3-MoE sliding-window behavior and granite_speech config strictness are different model/config problems." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint-content regression; the later report is a more specific continuation." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure and convert_tokens_to_ids slowdown are different symptoms and fixes." + "reason": "Tokenizer load failure and convert_tokens_to_ids performance regression are different defects." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility and loading noise are unrelated concerns." + "reason": "Torch version compatibility and loading noise are unrelated." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are distinct problems." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "fbank feature extraction and compiled flex_attention failures are unrelated subsystems." - }, - { - "left": "issue:43611", - "right": "issue:44534", - "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window bug are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The lone accepted pair, issue:45216 vs issue:45357, is a plausible same-bug family around Qwen3.5 `save_pretrained` serialization, and the remaining soft-edge rejections do not overstate duplication based on the titles/body summaries provided." + "accept": false, + "feedback": "The summary is mostly conservative, but one soft-edge acceptance is too speculative for the packet: issue:44479 vs issue:45325 is not clearly the same bug from the titles alone. 44479 is a broader video-input regression across several Qwen models, while 45325 is a still-image temporal position_ids scaling issue in Qwen2.5-VL. They may be related, but the evidence here does not firmly support a duplicate verdict. The Qwen3.5 save_pretrained pair looks more grounded, but the overstatement on the first pair makes the overall output too aggressive for a precision review." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3844,7 +3774,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 12, "review_unit_count": 61, "status": "reviewed", @@ -3864,7 +3794,6 @@ "issue:42796", "issue:43296", "issue:43317", - "issue:43377", "issue:43381", "issue:43421", "issue:43482", @@ -3873,12 +3802,12 @@ "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", @@ -3886,12 +3815,12 @@ "issue:44534", "issue:44568", "issue:44589", + "issue:44683", "issue:44756", "issue:44811", "issue:44991", "issue:45081", "issue:45325", - "issue:45491", "issue:45538", "issue:45542", "issue:45663", @@ -3904,6 +3833,8 @@ "issue:46909" ], "soft_pairs": [ + "issue:44220|issue:44683", + "issue:43611|issue:44534", "issue:40444|issue:45325", "issue:43716|issue:46899", "issue:45812|issue:46491", @@ -3919,8 +3850,8 @@ "issue:43482|issue:43525", "issue:35707|issue:40444", "issue:44079|issue:45663", - "issue:41553|issue:43582", "issue:43482|issue:45538", + "issue:41553|issue:43582", "issue:43421|issue:44568", "issue:43531|issue:44291", "issue:43632|issue:44534", @@ -3930,229 +3861,224 @@ "issue:43317|issue:43856", "issue:44079|issue:44534", "issue:44509|issue:46909", - "issue:43296|issue:46821", - "issue:43377|issue:45491", - "issue:43611|issue:43646" + "issue:43296|issue:46821" ], - "prepared_review_unit_hash": "712dd4a58f61c34d18688e023090735e7db41f5a997507b490a21b3286f4a08b", + "prepared_review_unit_hash": "2add4e729103df5147c008fb44b4d8011d2c20e4bc1c2999e51b68ff86b98507", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36441, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "serialized_chars": 35740, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated issue reports; the only plausible duplicate pair is the Transformers v5 model-initialization regression around `base_model_prefix` / custom model init. No PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43646 is the broadest and most representative report of the v5 model-initialization regression, and it plausibly subsumes the more specific loading failure in issue:43611.", + "summary": "This cluster is mostly a loose set of unrelated Transformers issues; the proposed soft pairs share only broad topical similarity (often just \"tokenizer\", \"v5\", or a model family) and do not look like the same underlying bug. No soft edge should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45812 is the strongest representative: it is a concrete, silent, high-impact tokenizer regression with broad model-family impact and inbound references, making it more central than the narrower or more idiosyncratic reports here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 best serves as the cluster anchor because it describes the underlying API breakage at the right abstraction level and is likely to cover the closely related `base_model_prefix` loading symptom.", + "best_issue_reason": "issue:45812 is the most actionable and broadly relevant issue in the set, with the clearest regression framing and the widest apparent blast radius.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different failures in different subsystems: feature extraction vs compiled flex_attention on torch 2.9." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about loading models with base_model_prefix and the other about non-persistent buffers being filled incorrectly." + }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is a dataloader/multimodal-training failure and the other is a RoPE position-id bug; different code paths." + "reason": "Same model family, but different bugs: iterable-dataset multi-image finetuning vs still-image rope/position id scaling." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both involve multimodal dtype issues, but they hit different models and different mechanisms (preprocessor/model dtype mismatch vs unsafe cast in 4-bit embedders)." + "reason": "Both are multimodal dtype issues, but they involve different models and different code paths." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space round-trip are distinct bugs in different tokenizers." + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise and a tokenizer-load failure for a specific model are not the same bug." + "reason": "Different problems: noisy loading logs vs tokenizer loading failure for a specific model." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and a missing capability flag in a trust_remote_code model are related but not the same defect." + "reason": "Related to gradient checkpointing, but one is eval-mode behavior and the other is a missing capability flag on a trust_remote_code model." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "A v5 initialization flag regression and an AppleSilicon mmap OOM workaround are unrelated." + "reason": "Completely different issues: an initialization flag regression vs mmap/OOM on Strix Halo." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are different issues." + "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated bugs." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage registration are unrelated." + "reason": "Different failures: Whisper model runtime failure vs missing Float8 storage type." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is multi-image iterable dataset failure; not the same bug." + "reason": "Both concern VL training, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity on gpt-oss-20b and Whisper batch_decode skipping specials are unrelated." + "reason": "Unrelated: perplexity regression on a language model vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both touch v5 loading/runtime regressions, but one is an init_empty_weights argument break and the other is a Float8 storage lookup failure." + "reason": "Different v5-related errors in different code paths: init_empty_weights argument mismatch vs Float8 storage lookup." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker handling and DeepSeek accuracy regression are not the same underlying issue." + "reason": "Tokenizer marker handling and an accuracy regression after upgrade are not the same underlying bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are separate model-specific regressions." + "reason": "Both are model-loading issues, but they affect different models and distinct missing-attribute paths." }, { "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." + "reason": "Different generation/training failures with no shared code-path evidence." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv state rebuilding are unrelated." + "reason": "One is ModelOutput key assignment, the other is a Gemma4 FSDP2 attention bug." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "A bad tokenizer-loading error message and an AppleSilicon allocator TypeError are unrelated." + "reason": "One is GGUF model loading, the other is CLIPTokenizer max length configuration." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max-length default are different tokenizer/model-loading issues." + "reason": "No meaningful overlap: tokenizer error messaging vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processing and mdeberta BOS/EOS insertion are distinct tokenizer behaviors." + "reason": "Both involve special tokens, but one is backend post-processor updates and the other is a model-specific BOS/EOS regression." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding window behavior and an init_empty_weights argument regression do not match." + "reason": "Different issues: Qwen3-MoE sliding window logic vs init_empty_weights argument handling." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "The `_is_hf_initialized` regression and non-persistent buffer corruption are different v5 bugs." + "reason": "Separate regressions: _is_hf_initialized flag handling vs non-persistent buffer initialization." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TensorFlow/backend packaging, but they describe different install paths and symptoms; not clearly the same bug." + "reason": "Both mention TensorFlow packaging, but one is missing backend inclusion and the other is undefined backend behavior with tensorboard-only installs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-mapping asserts and a Mistral regex-patching AttributeError are unrelated." + "reason": "Different areas entirely: device-mapping CUDA assert vs Mistral tokenizer regex patch crash." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Ignoring repository tokenizer.json and wrong Granite token IDs are different AutoTokenizer regressions." + "reason": "Both are AutoTokenizer problems, but one is ignoring tokenizer.json and the other is wrong Granite token IDs; not enough evidence they are the same bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "GPU+CPU offload loading failure and Qwen3 MoE training memory inefficiency are not the same issue." + "reason": "Distinct problems: device_map offload loading vs Qwen3 MoE training memory usage." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and junk-filled non-persistent buffers are unrelated." + "reason": "ModelOutput key assignment and buffer initialization regressions are unrelated." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Removed v5 pipeline docs and broken DIA documentation examples are different documentation issues." + "reason": "Both are documentation-related only at a very broad level; different docs and different concrete issues." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated model-specific bugs." - }, - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "MIMI batching/padding-mask mismatch and Gemma3 mixed-length NaN embeddings are both batching-related, but not the same underlying bug." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": true, - "reason": "Both report the same Transformers v5 model-loading/initialization regression; `base_model_prefix` failures are a concrete symptom of the broader custom-init breakage." + "reason": "Different model/loading failures with no shared underlying code path." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The only accepted pair, issue:43611 with issue:43646, is a reasonable duplicate call at the v5 custom-init/model-loading level. No PRs are present, so there is no mergeability concern." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 13, "review_unit_count": 61, "status": "reviewed", @@ -4179,7 +4105,9 @@ "issue:43493", "issue:43550", "issue:43606", + "issue:43611", "issue:43644", + "issue:43646", "issue:43701", "issue:43746", "issue:43818", @@ -4189,13 +4117,11 @@ "issue:43881", "issue:43994", "issue:44079", - "issue:44186", "issue:44265", "issue:44291", "issue:44466", "issue:44479", "issue:44488", - "issue:44610", "issue:44829", "issue:44877", "issue:45072", @@ -4203,6 +4129,7 @@ "issue:45357", "issue:45381", "issue:45479", + "issue:45491", "issue:45584", "issue:45701", "issue:45823", @@ -4211,6 +4138,8 @@ "issue:46821" ], "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43611|issue:43646", "issue:43818|issue:46402", "issue:44829|issue:45479", "issue:42175|issue:43296", @@ -4219,8 +4148,8 @@ "issue:44265|issue:45072", "issue:43493|issue:43994", "issue:40444|issue:45381", - "issue:45325|issue:45381", "issue:45325|issue:45834", + "issue:45325|issue:45381", "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:44291|issue:44877", @@ -4231,189 +4160,198 @@ "issue:40990|issue:45584", "issue:43262|issue:43746", "issue:44479|issue:45823", - "issue:43881|issue:44488", "issue:43828|issue:46821", "issue:35707|issue:41720", "issue:34634|issue:35707", + "issue:43881|issue:44488", "issue:39692|issue:40444", "issue:43454|issue:43550", - "issue:43606|issue:43819", - "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:43377|issue:44610" + "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "e81492b087f7236954c284a39eaa5d15640127889642451f5b437c2f324e5173", + "prepared_review_unit_hash": "0084545d1a6808bb9ebad1ad6ce92e752ff6ceba0fda657e6556b7fb20e02a82", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36280, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are broad-similarity false positives across unrelated models/subsystems. The only clear duplicate-like pair is the SigLIP2 implementation mismatch vs. nonsensical AutoModel/pipeline outputs.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43493 is the clearest, most specific statement of the underlying SigLIP2 bug and best matches the duplicate candidate that reports bad downstream outputs.", + "summary": "No soft edge looks like a true duplicate; the list is a collection of unrelated bugs/regressions across different models and APIs. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue is a safe canonical anchor: the items span unrelated code paths, and the similar-looking pairs still differ in concrete failure mode or subsystem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the best representative issue in this set because it precisely names the root discrepancy and can subsume the more user-facing symptom report.", + "best_issue_reason": "No issue stands out as a global duplicate target; the set is too heterogeneous to collapse into one representative bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different models and different failures: padding-mask batching mismatch vs NaN embeddings in sliding-window attention." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but the concrete bugs differ: loading with base_model_prefix vs custom model initialization." + }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and failures: Video-LLaVA missing temporal attention/weight sharing vs Sam3 text encoder weights not loaded." + "reason": "Unrelated models and root causes: Video-LLaVA tower/weights issue vs Sam3Model text encoder weights not loading." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect training, but the causes differ: flash_attention_3 behavior vs single-label classification with num_labels=1." + "reason": "Both touch training behavior, but one is flash_attention_3 regression and the other is a single-label classification loss edge case." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Unrelated areas: backend packaging for TensorFlow vs loading PaddleOCR-VL in vLLM." + "reason": "Different domains entirely: pip backend dependency packaging vs vLLM loading failure for a specific model." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One is a v5 buffer initialization issue; the other is ModelOutput key assignment behavior. Not the same bug." + "reason": "Different internals: non-persistent buffer serialization junk vs ModelOutput key assignment behavior." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both mention visual models, but one is Video-LLaVA architecture problems and the other is Qwen3.5 save_pretrained key serialization." + "reason": "Different bugs in different models: Video-LLaVA architecture/weights vs Qwen3.5 save_pretrained visual encoder keys." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different failure modes: torch.export with torch_compilable_check vs dtype mismatches in bfloat16 inference." + "reason": "Different code paths: torch.export with torch_compilable_check vs dtype mismatches in bfloat16 inference." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same underlying SigLIP2 implementation problem: HF/JAX discrepancy aligns with nonsensical outputs in AutoModel/pipeline." + "accept": false, + "reason": "Same model family, but not clearly the same bug: JAX/HF discrepancy vs nonsensical AutoModel/pipeline results." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Different Qwen2.5-VL issues: finetuning with multi-image iterable datasets vs video vision_position_ids regression." + "reason": "Both involve multimodal Qwen models, but one is finetuning with multiple images and the other is video position-id regression." }, { "left": "issue:45325", - "right": "issue:45381", + "right": "issue:45834", "accept": false, - "reason": "Both are position-id bugs in Qwen2.5-VL, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same concrete bug." + "reason": "Different models and symptoms: Qwen2.5-VL rope/position-id scaling vs Kosmos2.5 OCR index error." }, { "left": "issue:45325", - "right": "issue:45834", + "right": "issue:45381", "accept": false, - "reason": "Different models and symptoms: Qwen2.5-VL rope indexing vs Kosmos2.5 OCR long-input index error." + "reason": "Related family, but one is still-image temporal scaling and the other is video vision_position_ids; not the same concrete bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related to tied lm_head weights, but one is a model config failing to tie weights and the other is inconsistent serialization behavior." + "reason": "Both mention lm_head/tied weights, but one is a model config tie bug and the other is device-dependent serialization behavior." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and problems: FineGrainedFP8Config failure vs GGUF loading on transformers v5." + "reason": "Different loading/runtime failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on Qwen2.5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different loading failures: init_empty_weights argument mismatch vs strict config blocking granite_speech." + "reason": "Different failures: unexpected _is_hf_initialized argument with init_empty_weights vs strict config rejection for granite_speech." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "No meaningful overlap: checkpoint key mismatch vs Qwen2.5-VL rope-index scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tokenization changes." + "reason": "Quantized offloading behavior is unrelated to tokenizer changes across versions." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position IDs." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id regression." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Bark CPU offload device mismatch and torch.export/torch_compilable_check are separate code paths." + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failures with torch_compilable_check." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different tasks and bugs: perplexity on GPT-OSS vs Whisper empty-transcription failure." + "reason": "Different tasks and failure modes: perplexity on WikiText-2 vs Whisper empty-transcription generation after token alignment." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaults and GraniteSpeech checkpoint loading are unrelated." + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different regressions: Qwen video-input behavior vs Gemma4 PLE device mismatch during forward." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Different model loading failures for unrelated models." + "reason": "Different models and root causes: Qwen video-input regression vs Gemma4 PLE device mismatch in forward." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to a TimesFM window_size AttributeError." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size attribute handling." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset is unrelated to generation with inputs_embeds and past_key_values." + "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading problems: glm-4v-9b vs cjvt/sleng-bert." }, { "left": "issue:39692", @@ -4425,48 +4363,27 @@ "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied-weight serialization/loading issue is unrelated to Bamba torch.compile SDPA failure." + "reason": "AyaVision lm_head weight tying and Bamba SDPA torch.compile failures are different code-path issues." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device offload mismatch and DAC forward/from_latents STE mismatch are different bugs." - }, - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "Tokenizer NER/padding crashes are unrelated to torch.export and torch_compilable_check." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Both are device-map related, but they affect different models and different errors." - }, - { - "left": "issue:43377", - "right": "issue:44610", - "accept": false, - "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor/model size mismatch are unrelated." + "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are unrelated bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The SigLIP2 pair (43493/43994) is the only clearly duplicate-like match from the available titles, and the rest of the rejections are appropriately cautious rather than overstated. The representative/canonical choice is also well supported by the issue titles." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 14, "review_unit_count": 61, "status": "reviewed", @@ -4493,7 +4410,6 @@ "issue:43450", "issue:43454", "issue:43526", - "issue:43550", "issue:43572", "issue:43720", "issue:43749", @@ -4501,11 +4417,12 @@ "issue:43881", "issue:43883", "issue:44186", + "issue:44265", "issue:44387", "issue:44466", "issue:44534", "issue:44568", - "issue:44756", + "issue:44610", "issue:44877", "issue:44898", "issue:44977", @@ -4526,6 +4443,9 @@ "issue:46821" ], "soft_pairs": [ + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", "issue:46305|issue:46315", "issue:43257|issue:45923", "issue:44568|issue:45920", @@ -4533,245 +4453,249 @@ "issue:43454|issue:45072", "issue:45823|issue:46821", "issue:43377|issue:44898", - "issue:43454|issue:43720", "issue:40990|issue:42947", + "issue:43454|issue:43720", "issue:42617|issue:42915", "issue:43317|issue:43873", - "issue:43749|issue:44534", "issue:43572|issue:45759", - "issue:43526|issue:43883", + "issue:43749|issue:44534", "issue:43322|issue:46050", "issue:41720|issue:43322", - "issue:43881|issue:44991", "issue:36331|issue:42617", + "issue:43526|issue:43883", "issue:44387|issue:45704", "issue:41720|issue:44977", + "issue:43881|issue:44991", "issue:36331|issue:42915", "issue:44466|issue:45357", "issue:43450|issue:45701", "issue:44877|issue:44991", "issue:43065|issue:46402", "issue:40990|issue:45701", - "issue:44186|issue:45072", "issue:41720|issue:42617", - "issue:26413|issue:28530", - "issue:43550|issue:43720", - "issue:43873|issue:44756" + "issue:44186|issue:45072", + "issue:26413|issue:28530" ], - "prepared_review_unit_hash": "e28134e280f1359b6308cd258cfc54909d44a529eba2fd1943b33da8f73a24d7", + "prepared_review_unit_hash": "35325942fcf57d23909e65a8c14f36af221084b8ab1b7a0ea32ba3f72e260db1", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36967, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "soft_pair_count": 32, + "serialized_chars": 37352, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformer v5 regressions across tokenization, loading/offloading, config handling, and multimodal model bugs. The soft edges look thematically similar in a few places, but they are not the same underlying defects, so I would not merge any of them as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45920 is the broadest, most representative issue here: it captures a v5 tokenizer regression affecting multiple model families, which is the closest shared theme among the tokenizer-related items in the cluster.", + "summary": "The cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, loading-, or quantization-specific bugs that only share Transformers/v5 vocabulary. None of the soft pairs look like the same concrete bug/change, so no merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the closest thing to an umbrella item because it is the broadest open report with multiple references around offloading/quantization, but it still does not actually cover the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best anchor for this cluster because it is concrete, well-scoped, and broad enough to represent the recurring tokenizer regression theme better than the more model-specific or narrow reports.", + "best_issue_reason": "issue:43873 is the best representative by breadth and discussion/activity, though it should not be treated as a true duplicate for most of these reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash vs torch.export export failure; different components and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map/placement, but one is a Qwen3 cuda assert and the other is Gemma4 PLE forward device mismatch; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batched-output masking issue in MIMI encoder vs image processor output-size mismatch; unrelated code paths." + }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Different subsystems: a streaming mask off-by-one bug vs a tokenizer performance regression." + "reason": "Sliding-window mask off-by-one vs tokenizer performance regression; different behavior entirely." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different failures: Qwen3 MOE weight conversion/loading vs a missing gradient-checkpointing flag." + "reason": "MoE weight conversion under accelerate/deepspeed vs missing gradient_checkpointing flag on trust_remote_code; not the same issue." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different concrete behaviors." + "reason": "Specific BOS/EOS addition bug for one tokenizer vs incorrect token IDs across many tokenizers; too broad and different." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." + "reason": "Tokenizer BPE marker handling vs FP8 inference failure on B200; unrelated subsystems." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying bug vs dtype mismatch in inference; not the same code-path." + "reason": "Tied-weight serialization bug vs dtype mismatch in bfloat16 inference; different code paths." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-map forward mismatch and a window_size AttributeError are unrelated." + "reason": "Device-map forward mismatch vs TimesFM window_size AttributeError; no shared bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both involve model input handling, but one is padding-mask batching in MIMI and the other is Perceiver positional interpolation." + "reason": "Batched MIMI padding-mask issue vs Perceiver interpolation failure; different models and causes." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Different defects: tied-weight serialization vs packed-weight unpacking during accelerate loading." + "reason": "High perplexity on one model/data pair vs gradient checkpointing ineffective with LoRA; not same underlying problem." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Perplexity quality issue vs gradient checkpointing behavior; no shared bug." + "reason": "Weight tying/serialization vs packed-weight unpacking during accelerate loading; related theme but different defect." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A 3d_parallel.py runtime failure is unrelated to Qwen3Moe FineGrainedFP8 loading." + "reason": "3d_parallel.py runtime failure vs Qwen3Moe FP8 config failure; unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but the concrete failures and code paths differ too much to treat as the same bug." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "FSDP CPU RAM efficient loading vs non-persistent buffer initialization are different issues." + "reason": "Both mention offloading/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading complaint; not one concrete bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing config field vs incorrect unwrapping of text_config in composite multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig vs failure to unwrap text_config for composite Qwen configs; both config-related but distinct." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Image processor label reduction bug vs missing all_tied_weights_keys attribute; unrelated." + "reason": "FSDP CPU RAM efficient loading bug vs non-persistent buffers filled with junk; different regressions." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "A Llava Next segmentation fault is not the same as a sinq save/load quantization regression." + "reason": "Llava Next loading segfault vs sinq quantized save/load breakage; unrelated failure modes." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different model families and different failure modes: cudaErrorAssert vs segmentation fault." + "reason": "Different model-load failures: Qwen3 device-map cuda assert vs Llava Next segfault." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Model loading failure and tokenizer loading failure are unrelated." + "reason": "Unexpected compute_loss keyword vs inability to run 3d_parallel.py; not the same bug." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Trainer API signature breakage is unrelated to the 3d_parallel.py execution failure." + "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys attribute on Molmo; different areas." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Quantization memory regression vs apex RMSNorm memory leak are different problems." + "reason": "Int4 quantization OOM vs apex RMSNorm memory leak; both memory-related but different root causes." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device-map assertion and Qwen3.5 flash-attention generation issues are not the same concrete bug." + "reason": "Qwen3 device-map cuda assert vs Qwen3.5 flash-attention generation issue; same family name but different code paths and symptoms." }, { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Both concern serialization, but one is lm_head.weight and the other is visual encoder keys; different model parts and fixes." - }, - { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Video batching shape bug vs tokenizer behavior change; unrelated." + "reason": "Model loading failure for glm-4v-9b vs tokenizer loading regression for est-roberta; unrelated." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Strict config loading vs tokenizer loading regression are different failure modes." + "reason": "CustomTrainer compute_loss signature break vs Qwen3Moe FP8 config failure; not duplicates." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer crashes with NER/padding are unrelated to dtype mismatches in bfloat16 inference." + "reason": "Both are save_pretrained regressions, but one is lm_head weight serialization and the other is incorrect visual encoder keys; not the same underlying change." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Checkpoint resume iterator exhaustion and early-stopping metric lookup are different training-loop bugs." + "reason": "Batched video processor shape bug vs tokenization behavior changing across versions; unrelated." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "torch.compile/SDPA failure vs accelerate loading of packed weights are unrelated." + "reason": "Strict config loading for granite_speech vs tokenizer loading regression; different problems." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Offloading/quantization problems are not the same as disabling mmap to avoid OOM on Strix Halo." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs missing text encoder weight loading in Sam3Model; same model family but not the same defect." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression vs tokenization changes; no shared underlying defect." - }, - { - "left": "issue:43065", - "right": "issue:46402", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to missing text encoder weights in Sam3Model." + "reason": "High perplexity on a specific model/data setup vs version-dependent tokenization differences; not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map loading failure and 3d_parallel.py runtime failure are unrelated." + "reason": "Device-map cuda assert vs 3d_parallel.py execution failure; no concrete overlap." }, { - "left": "issue:44898", + "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and dtype mismatch are different issues." + "reason": "Tokenizer crash on NER/batching vs dtype mismatch in bfloat16 inference; different subsystems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure vs early stopping missing metric warning; unrelated trainer behaviors." } ] }, @@ -4785,7 +4709,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 15, "review_unit_count": 61, "status": "reviewed", @@ -4796,7 +4720,6 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:28530", - "issue:30064", "issue:33666", "issue:36010", "issue:36331", @@ -4806,9 +4729,7 @@ "issue:43295", "issue:43316", "issue:43317", - "issue:43322", "issue:43404", - "issue:43425", "issue:43526", "issue:43531", "issue:43550", @@ -4817,6 +4738,8 @@ "issue:43606", "issue:43646", "issue:43708", + "issue:43720", + "issue:43873", "issue:43881", "issue:44008", "issue:44186", @@ -4827,6 +4750,7 @@ "issue:44671", "issue:44734", "issue:44743", + "issue:44756", "issue:44898", "issue:44913", "issue:45161", @@ -4845,6 +4769,8 @@ "issue:46869" ], "soft_pairs": [ + "issue:43873|issue:44756", + "issue:43550|issue:43720", "issue:46612|issue:46858", "issue:43577|issue:43708", "issue:43295|issue:45701", @@ -4870,213 +4796,204 @@ "issue:36331|issue:41720", "issue:44186|issue:44361", "issue:43526|issue:43881", - "issue:43316|issue:44913", - "issue:43425|issue:46821", - "issue:42915|issue:43322", - "issue:28530|issue:30064" + "issue:43316|issue:44913" ], - "prepared_review_unit_hash": "f46c4347ef9930f033409d77ebca8dd6769378c16dc849873dd88451b6796729", + "prepared_review_unit_hash": "4db0c37074c2e644c00637adcf2ab01913b221fbf5843580c8a56ecdbad418a9", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36438, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "soft_pair_count": 28, + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs are cross-subsystem or cross-model reports with different failure modes, so none look like the same underlying bug/change. I would reject every soft edge. The most suitable standalone issue anchor is the cache/torch.compile backend bug in 46858 because it is the most concrete and actionable report.", - "confidence": 0.97, - "canonical_issue_reason": "issue:46858 is the most concrete, narrowly scoped bug report: it names the exact failing method, the tensor/device mismatch, and the backend condition (static cache + torch.compile on non-CUDA).", + "summary": "Loose semantic cluster of mostly unrelated Transformers bugs across offloading/quantization, cache handling, tokenizers, multimodal processors, and model-specific regressions; the soft pairs share broad subsystem vocabulary but not the same underlying defect.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the broadest and most connected item in the set (multiple inbound references, active discussion) and best represents the recurring offloading/quantization theme present in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46858 is the strongest representative report overall because it has a precise failure signature and clear reproduction context, making it a good triage anchor.", + "best_issue_reason": "issue:43873 is the strongest cluster representative because it is central, active, and general enough to anchor the offloading/device-mapping subset without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offloading, but one is quantization-offload behavior and the other is mmap/OOM on Strix Halo; different failure modes and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both touch compiled/loading paths, but Bamba SDPA compile failure and BitNet packed-weight unpacking are distinct code paths and bugs." + }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache logic, but one is cache reordering semantics across model families and the other is a device-tensor arithmetic bug in prefill; different code paths." + "reason": "Both are cache-related generation bugs, but one is missing beam-search reorder hooks for specific models and the other is a static-cache device-tensor arithmetic issue." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "One is a model dtype loading bug in Blip2; the other is Trainer checkpoint resumption max_steps math. Unrelated failure modes." + "reason": "One is a dtype propagation bug in Blip2 loading; the other is incorrect Trainer step calculation when resuming with a changed batch size." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Different problems: processor/tokenizer regression for multimodal custom code vs a tokenization-version behavior change." + "reason": "Both mention regressions/behavior changes after version upgrades, but one is processor/tokenizer API breakage and the other is a tokenization output change problem." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram implementation error for MoE internals vs a TimesFM window_size attribute error. No shared underlying bug." + "reason": "These are unrelated: one is an MPS histogram kernel limitation in MoE, the other is a TimesFM configuration attribute error." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are runtime failures, but one is torch.compile/SDPA on Bamba and the other is CPU-offload device mismatch on bark-small." + "reason": "Both involve device/offload execution, but Bamba torch.compile+SDPA and Bark CPU offload mismatch are separate model/runtime failures." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER/batching is separate from an OmDet image-size mismatch in its processor." + "reason": "Both are vision/tokenizer preprocessing bugs, but LayoutLMv2 NER/padding crashes and OmDet input-size mismatch are different processors and symptoms." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Transformers 5.0 custom model initialization breakage is not the same as from_pretrained behaving inconsistently inside Python classes." + "reason": "Both are about model loading/initialization behavior, but one is custom model init broken by v5 and the other is inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained writing incorrect visual encoder keys." + "reason": "Both involve model-specific save/load semantics, but one is tied lm_head weights and the other is incorrect visual encoder keys during save_pretrained." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different loading/quantization failures on different models; one is FineGrainedFP8Config, the other is dequantized gpu+cpu offload." + "reason": "Both concern loading failures, but Qwen3MoE FineGrainedFP8 failure and dequantized model offload loading are different quantization/loading problems." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both touch image preprocessing, but one is a fixed wrong output resolution and the other is a non-default-resolution interpolation failure." + "reason": "Both are vision input-shape issues, but OmDet's fixed-size processor/model mismatch is not the same as Perceiver non-default resolution interpolation failure." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/indexing, but one crashes in serve KV-cache continuation and the other is a prefill slice arithmetic issue on non-CUDA backends." + "reason": "Both involve cache continuation, but serve KV-cache indexing and _prefill static-cache length arithmetic are separate bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to failure running 3d_parallel.py." + "reason": "An import error for GenerationMixin and a failure to run 3d_parallel.py are unrelated issues." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve-related multimodal crashes, but the concrete bugs differ: tensor conversion on one side and missing _tokenizer on the other." + "reason": "Both are serve/multimodal processor crashes, but they stem from different missing attributes and code paths." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size attribute error and YOLO multi-GPU device-map failure are different models and different bug classes." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated model/configuration issues." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Variable-name collision causing audio_mel_mask AttributeError is unrelated to Gemma4 PLE device mismatch under auto device mapping." + "reason": "Both involve device placement in multimodal models, but Gemma 3n variable-name collision and Gemma4 PLE device mismatch are different forward-pass defects." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code local models is unrelated to permission propagation in save_pretrained/register_for_auto_class." + "reason": "One is a cache-path collision for trust_remote_code, the other is permission propagation in save_pretrained; different filesystem behaviors." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve compiled-generation/caching, but one is inconsistent chunked generation outputs while the other is a device tensor returned from cache length." + "reason": "Both mention generation/compiled execution, but chunked generation inconsistencies and static-cache slice arithmetic failures are different issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on A800 is not the same as TP-only failure in GPT-OSS MoE." + "reason": "Both are model parallelization/device-map issues, but Qwen3 auto device mapping crash and GPT-OSS tensor parallel failure are distinct problems." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric resolution and Qwen2-VL multi-GPU training are completely unrelated." + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated training concerns." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT MLM prediction drift is a different bug from Qwen3.5 recurrent-state reset with cache." + "reason": "Both are Qwen3-related generation/model bugs, but CamemBERT MLM predictions and recurrent-state reset in modular_qwen3_5 are different models and defects." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the missing pad_token_idx config regression in StableLm." + "reason": "Sliding-window handling in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated model configuration bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config model loading failure is unrelated to importing transformers.pipelines with kernels version/revision constraints." + "reason": "Qwen3MoE FP8 failure and import-time kernels version/revision requirement are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss API mismatch is unrelated to Qwen3 auto device-map cudaErrorAssert." + "reason": "Trainer compute_loss signature breakage and Qwen3 device-map CUDA assert are separate API/runtime issues." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related AttributeErrors, but they affect different tokenizers, inputs, and failure points." + "reason": "Tokenizer crashes in LayoutLMv2 and MLuke are both tokenization-related, but they affect different tokenizers and failure conditions." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug does not match a glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b load failure are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Config API discrepancy for Gemma3TextConfig is a different issue from GPTNeoX rotary_pct not persisting on reload." - }, - { - "left": "issue:43425", - "right": "issue:46821", - "accept": false, - "reason": "Torch 2.10 compatibility is a broad environment issue, not the same as a TimesFM window_size AttributeError." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config loading failure is unrelated to Llava Next segmentation faults." - }, - { - "left": "issue:28530", - "right": "issue:30064", - "accept": false, - "reason": "Trainer early-stopping metric handling and void segmentation-map processing are different subsystems and bugs." + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload issue are different configuration serialization bugs." } ] }, @@ -5090,7 +5007,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 16, "review_unit_count": 61, "status": "reviewed", @@ -5100,6 +5017,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:28530", "issue:29159", "issue:30064", "issue:33357", @@ -5109,8 +5027,11 @@ "issue:36032", "issue:41720", "issue:42490", + "issue:42915", + "issue:43322", "issue:43329", "issue:43388", + "issue:43425", "issue:43531", "issue:43540", "issue:43550", @@ -5130,16 +5051,11 @@ "issue:44534", "issue:44589", "issue:44625", - "issue:44898", - "issue:44987", "issue:44991", - "issue:45042", "issue:45059", - "issue:45072", "issue:45357", "issue:45406", "issue:45464", - "issue:45479", "issue:45701", "issue:45704", "issue:45759", @@ -5150,6 +5066,9 @@ "issue:46858" ], "soft_pairs": [ + "issue:43425|issue:46821", + "issue:42915|issue:43322", + "issue:28530|issue:30064", "issue:33357|issue:35707", "issue:29159|issue:36032", "issue:43540|issue:43782", @@ -5176,219 +5095,216 @@ "issue:43531|issue:44589", "issue:44077|issue:44625", "issue:43644|issue:46665", - "issue:44062|issue:44451", - "issue:44898|issue:45072", - "issue:44987|issue:45042", - "issue:44625|issue:45479" + "issue:44062|issue:44451" ], - "prepared_review_unit_hash": "3fb9efd8616dee1f442fe42f09f31252907ab136a4f7b059398de4fc8b5915c2", + "prepared_review_unit_hash": "848822f64d8b753320def3ae6e3294fd5c60dd77c0feb6fec1849a6a8ce701f6", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36842, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a semantic bag of unrelated Transformers issues. The soft-similarity links are largely false positives across different models, code paths, and bug classes. No pull requests are present, and no soft edge should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43644 is the best canonical anchor because it is the clearest concrete regression in the set with downstream references, and it matches the only near-duplicate theme here (the later 44534 report about non-persistent buffers).", + "summary": "This cluster is highly heterogeneous; the soft links are mostly title-similarity matches across unrelated bugs rather than true duplicates. No PRs are present.", + "confidence": 0.24, + "canonical_issue_reason": "No issue cleanly represents the whole cluster, but issue:43644 is the closest broad regression-style report and the best umbrella candidate among the set.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the strongest representative issue: specific, reproducible, and the only clear duplicate-style theme in the cluster. Most other items are unrelated tokenization, loading, multimodal, or training bugs.", + "best_issue_reason": "Issue:43644 is the strongest standalone representative because it is a general Transformers 5.x regression report and is closest to the only near-duplicate-style topic in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility and a TimesFM window_size AttributeError are unrelated failures." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation faults are different code paths and symptoms." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation map processing are unrelated." + }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Both are runtime failures, but one is a CLIP/MacOS bus error and the other is a generation bug with inputs_embeds/past_key_values; different code paths and causes." + "reason": "MacOS CLIP bus error and generation with inputs_embeds/past_key_values are different bugs." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both involve tokenizers, but one is slow-vs-fast inconsistency and the other is a T5Tokenizer loading/name conflict; not the same underlying bug." + "reason": "Both involve tokenizers, but one is slow/fast behavior inconsistency and the other is a T5 add_special_tokens load conflict." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different multimodal failures: video input processing in Qwen3OmniMoe vs weight_only loading in Qwen3VL; not mergeable as one fix." + "reason": "Video input processing in Qwen3OmniMoe and Qwen3VL weight_only loading are distinct failures." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Unrelated subsystems: torch.compile/SDPA on Bamba vs BigBirdTokenizer special-token registration." + "reason": "torch.compile SDPA on Bamba and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "One is int4 quantization memory growth, the other is tokenization changes across versions; same project area but not the same bug." + "reason": "Int4 quantization memory growth and tokenization changes are not the same underlying bug." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to T5's apex.FusedRMSNorm memory leak." + "reason": "Quantization offloading behavior and a T5 apex RMSNorm memory leak are separate issues." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing vs BarkProcessor voice_preset handling are separate features with different failures." + "reason": "Segmentation map processing and BarkProcessor voice_preset handling are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both touch loading/offloading, but Bark CPU offload device mismatch and BitNet packed-weight unpacking are distinct code paths." + "reason": "CPU offload device mismatch and unpacking packed weights during accelerate loading are different problems." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Both are docs/wording issues, but a cache-strategy typo is not the same as stale pipeline-task documentation." + "reason": "A cache-strategy typo and removed pipeline-task docs are not duplicates." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "The non-persistent-buffer regression is unrelated to the from_pretrained behavior discrepancy inside Python classes." + "reason": "A Transformers 5 buffer-initialization regression and from_pretrained-in-classes behavior differ in scope and cause." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen 3.5/3.6 config unwrapping are different bugs." + "reason": "Qwen3-MoE sliding_window behavior and composite config unwrapping are separate configuration bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "CUDA assert under auto device mapping on Qwen3 is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Qwen3 auto device mapping on A800 and GraniteSpeech PEFT local checkpoint loading are unrelated." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path slash warning and undefined video-token helper names in multimodal token counting are unrelated." + "reason": "Trailing-slash import warning and undefined video-token code paths are unrelated." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "A metrics-gathering last-batch truncation bug is not the same as SAM3 text/bbox behavior." + "reason": "Metric gathering truncation and SAM3 text/bounding-box behavior are different domains." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Serve crashes due to missing _tokenizer and chat/completions streaming failures are different failure modes." + "reason": "Serve crashing on missing _tokenizer and streaming chat/completions failure are distinct issues." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token registration share only a loose CI context." + "reason": "Same broad area, but offload device mismatch is not the same as tokenizer special-token registration." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with cache are unrelated." + "reason": "Trainer token counting and progressive generation with embeds/past KV are unrelated." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding-window handling is unrelated to TimesFM window_size attribute access." + "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM window_size errors are different code paths." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 device-mapping CUDA asserts are different components and symptoms." + "reason": "Bark voice preset and Qwen3 device mapping failures are unrelated." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to static-cache slice arithmetic on non-CUDA backends." + "reason": "Video processing in Qwen3OmniMoe and static-cache seq_length tensor arithmetic are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading failures, but different models and likely different serialization/tokenizer issues." + "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite-config unwrapping and CPU-offload incompatibility in rotary embedding are separate Qwen 3.5/3.6 bugs." + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are separate fixes." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual-encoder save keys and missing text-encoder weight loading are different loading/saving problems." + "reason": "Incorrect visual encoder save keys and missing text encoder weights are different multimodal serialization/load bugs." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE does not match the Float8 storage lookup failure." + "reason": "Sliding-window configuration and missing Float8 storage are unrelated." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "A patchtsmixer post_init policy issue is unrelated to Qwen3.5 num_labels propagation." + "reason": "PatchTSMixer post_init allowance and Qwen3.5 num_labels propagation are unrelated model-config issues." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent-buffer junk initialization is not the same as from_pretrained behavior inside Python classes." + "reason": "They both touch loading/init, but one is a buffer junk regression and the other is inconsistent from_pretrained behavior inside classes." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument collision and ScandiBERT loading failure are separate tokenizer/load issues." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver interpolation failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Physical-intelligence/fast loading failure and PIL backend torchvision requirement are different regressions." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and single-label zero-loss classification are not the same bug." + "reason": "AddedToken special-argument conflict and ScandiBERT tokenizer loading failure are distinct tokenizer bugs." } ] }, @@ -5402,7 +5318,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 17, "review_unit_count": 61, "status": "reviewed", @@ -5417,11 +5333,9 @@ "issue:39692", "issue:41720", "issue:42886", - "issue:43295", "issue:43381", "issue:43421", "issue:43493", - "issue:43550", "issue:43653", "issue:43720", "issue:43746", @@ -5432,36 +5346,40 @@ "issue:43927", "issue:43994", "issue:44186", - "issue:44361", "issue:44368", "issue:44514", "issue:44545", "issue:44610", + "issue:44625", "issue:44671", "issue:44843", + "issue:44898", "issue:44918", "issue:44936", + "issue:44987", "issue:44995", + "issue:45042", + "issue:45072", "issue:45081", "issue:45356", "issue:45357", "issue:45381", + "issue:45479", "issue:45704", "issue:45759", - "issue:45834", "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:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", "issue:43381|issue:43844", "issue:44368|issue:45357", "issue:39692|issue:44610", @@ -5480,240 +5398,230 @@ "issue:43994|issue:44671", "issue:39692|issue:43493", "issue:46032|issue:46463", - "issue:43421|issue:44186", "issue:43782|issue:45381", + "issue:43421|issue:44186", "issue:30064|issue:36010", "issue:44995|issue:46858", "issue:45081|issue:45356", "issue:45356|issue:45907", "issue:43720|issue:43819", "issue:39692|issue:43873", - "issue:43653|issue:43720", - "issue:45987|issue:46829", - "issue:46829|issue:46832", - "issue:43295|issue:45834", - "issue:43550|issue:44361" + "issue:43653|issue:43720" ], - "prepared_review_unit_hash": "8ec04d4f33e9a087cc7c78188aeaac8051fa76bac97ea12684dac08a75645026", + "prepared_review_unit_hash": "7f43ec35a62d90410576b36a1fc4c8d52bf3e587481404f25a72fabb3b7bd1e5", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37468, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. I found two real duplicate subclusters: the Qwen2_5_VLProcessor batched `padding=False` crash, and an HF_HUB_OFFLINE tokenizer regression around `_patch_mistral_regex` / `model_info()`. The rest of the soft matches look like false positives across unrelated bugs.", - "confidence": 0.76, - "canonical_issue_reason": "issue:44545 is the best canonical issue here: it is an exact duplicate of issue:44514 with the same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash, and it has the stronger linkage signal.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformer bugs. Only one soft edge looks like a true duplicate pair: the Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash. Everything else is adjacent by subsystem or model family, but not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44545 is the best canonical issue: it is the clearer, later report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash, with the strongest evidence of being the duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the clearest duplicate target in the set: precise title, same failure mode as its twin, and better reference signal than the alternative duplicates.", + "best_issue_reason": "Issue 44545 is the best representative issue for the only confirmed duplicate pair in the set; its title is precise and it captures the concrete failing code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both are vision/model bugs, but they involve different models and different failure modes (Perceiver position encoding vs dtype mismatch in SwitchTransformers/TimmWrapperModel)." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both relate to loading/image processing, but one is a model-load regression and the other is an unwanted torchvision dependency in PIL backends; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification config/labels, but one is missing num_labels propagation in Qwen3.5 and the other is degenerate zero loss across many models; different concrete issues." + }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Different bugs: gradient checkpointing eval-mode misuse vs ZeRO-3 gradient growth during training." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated problems with different triggers and code paths." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Unrelated Qwen warnings/regressions: tie_word_embeddings warning vs bad visual encoder keys on save." + "reason": "One is a warning about tied word embeddings during LoRA fine-tuning; the other is a save_pretrained bug in multimodal visual encoder keys." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different model paths and failures: SigLIP2 doc example issues vs OmDet-Turbo image-size mismatch." + "reason": "Both are vision model/processor mismatches, but they involve different models and different defects (SigLIP2 docs example vs OmDet-Turbo resolution mismatch)." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Different areas: SmolVLM video padding bug vs FA2 long-context performance regression." + "reason": "One is a video processor padding-calculation bug; the other is a performance regression in long-context generation with FA2." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve tokenizer/config state, but the concrete bugs differ: runtime special-token updates vs save/load custom token IDs." + "reason": "Both touch tokenization/special-token handling, but one is runtime post-processor updates and the other is save/load of custom token IDs; not the same issue." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Completely different problems: Qwen3 device-mapping CUDA assert vs T5 apex RMSNorm memory leak." + "reason": "A CUDA assert during Qwen3 auto device mapping is unrelated to T5 silently using apex.FusedRMSNorm and leaking memory." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different load/save failures and different model families; not the same concrete code-path bug." + "reason": "Both are load/save related, but they affect different model families and different mechanics (PEFT local checkpoint loading vs sinq quantized model round-trip)." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "No overlap beyond being model/runtime issues; the failure modes are unrelated." + "reason": "Eval-mode checkpointing and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same offline-tokenizer regression: 44843 identifies the concrete root cause (`model_info()` in `_patch_mistral_regex`) behind 42886's cache-load failure." + "accept": false, + "reason": "Both mention offline tokenization behavior, but 44843 is a specific unconditional model_info() call in _patch_mistral_regex; 42886 is broader cache-loading failure and not clearly the same code path." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Different issues in different models: T5 RMSNorm leak vs missing `supports_gradient_checkpointing` flag." + "reason": "A T5 Apex memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model variant." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer problems: unpacking Qwen3.5 embeddings in TRL vs evaluate failing after train." + "reason": "Unpacking Qwen3.5 input embeddings in TRL SFT and trainer.evaluate() failing after trainer.train() are different trainer/model lifecycle bugs." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact duplicate: same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash." + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False. The titles describe the same failing path." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Unrelated multimodal config issue vs trust_remote_code capability flag issue." + "reason": "Composite Qwen 3.5/3.6 config unwrapping and a missing gradient-checkpointing flag are unrelated." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is BigBird mask-token registration; different bugs." + "reason": "Special-token post-processor updates are broader than BigBirdTokenizer mask-token registration; same area, but not the same bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different loading/offloading problems with different model scopes; not the same underlying bug." + "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are different failures." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM regression." + "reason": "Different models and different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same broad SigLIP2 family, but different concrete problems: documentation/example failure vs HF/JAX implementation mismatch." + "reason": "Same model family (SigLIP2) but different concrete problems: docs example/model-processor mismatch and quantization error vs HF/JAX implementation discrepancy." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different code paths: Mamba2 cache misuse vs T5 decoder-input validation message wording." + "reason": "Mamba2 cache correctness with use_cache is unrelated to a T5 decoder-input error-message bug." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both tokenizer issues, but one is post-processor updates and the other is LayoutLMv2 NER/padding crashes." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different multimodal loading/positioning bugs." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Different Qwen VL failures: `weight_only=True` load error vs wrong `vision_position_ids` on video input." + "reason": "Both concern tokenizers, but one is runtime special-token/post-processor behavior and the other is LayoutLMv2 NER batching/padding crashes." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Unrelated issues: image processor segmentation-map handling vs GenerationMixin import error." + "reason": "Image segmentation-map processing and a GenerationMixin import error are unrelated." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/state, but the concrete bugs differ: stale indexer cache on second forward vs static-cache seq-length return type in compile paths." + "reason": "Both involve cache/state, but one is a stale indexer cache in GlmMoeDsa and the other is a device-tensor seq-length issue in static cache prefill." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Related tokenizer patch area, but different failures: AttributeError in `_patch_mistral_regex` vs codec-handling regression and warning text." + "reason": "Both mention tokenizer/mistral-regex behavior, but one is an AttributeError in fix_mistral_regex and the other is a codec-handling regression with a warning issue; not clearly the same bug." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Different problems: Kimi-K2.5 tokenizer regression vs `list_repo_files` not forwarding `revision`." + "reason": "A tokenizer regression and a list_repo_files revision-forwarding CI break are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model families and bugs: packed-weight loading vs DAC latent/forward mismatch." + "reason": "Packed-weight loading failure and DAC.from_latents missing STE mismatch are different model internals." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "No shared concrete failure mode; SigLIP2 doc/model mismatch is unrelated to quantization offloading behavior." + "reason": "SigLIP2 doc/model mismatch and quantization/offloading behavior are not the same underlying bug." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; unrelated." - }, - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "Both are output-shape/interface issues, but one is cache seq-length type and the other is classifier-output hidden_states misassignment." - }, - { - "left": "issue:46829", - "right": "issue:46832", - "accept": false, - "reason": "Different model outputs and failure modes; no duplicate evidence." - }, - { - "left": "issue:43295", - "right": "issue:45834", - "accept": false, - "reason": "Both are multimodal processor regressions, but the concrete bugs differ: processor.tokenizer/images regression vs Kosmos2.5 long-OCR index error." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Completely unrelated: torch.compile+SDPA on Bamba vs MLukeTokenizer AttributeError." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted duplicate pairs are well supported by the titles and linkage signals, and the rejected soft matches are generally justified by clearly different failure modes or model paths. No pull-request pairing issues apply here." + "feedback": "The assessment is grounded in the packet and stays conservative. The single accepted duplicate pair, issue:44514 / issue:44545, is well-supported by the nearly identical titles and shared failing path. The rest of the soft edges are reasonably rejected as adjacent-but-distinct bugs rather than the same defect." }, "evaluator_used": true, "retried": false, @@ -5724,7 +5632,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 18, "review_unit_count": 61, "status": "reviewed", @@ -5740,6 +5648,7 @@ "issue:36331", "issue:39692", "issue:41720", + "issue:43295", "issue:43335", "issue:43531", "issue:43540", @@ -5748,10 +5657,8 @@ "issue:43611", "issue:43618", "issue:43643", - "issue:43644", "issue:43653", "issue:43697", - "issue:43749", "issue:43756", "issue:43819", "issue:43927", @@ -5759,6 +5666,7 @@ "issue:44062", "issue:44186", "issue:44220", + "issue:44361", "issue:44442", "issue:44448", "issue:44488", @@ -5771,34 +5679,37 @@ "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:46829", + "issue:46832", "issue:46858", "issue:46932" ], "soft_pairs": [ - "issue:44062|issue:44488", + "issue:45987|issue:46829", + "issue:46829|issue:46832", + "issue:43295|issue:45834", + "issue:43550|issue:44361", "issue:43550|issue:43927", + "issue:44062|issue:44488", "issue:43596|issue:44220", "issue:45381|issue:46693", "issue:43540|issue:46294", "issue:43531|issue:43643", "issue:44008|issue:46858", "issue:43611|issue:46665", - "issue:43653|issue:43819", "issue:44220|issue:44661", - "issue:45987|issue:46932", + "issue:43653|issue:43819", "issue:44186|issue:44898", + "issue:45987|issue:46932", "issue:41720|issue:44991", - "issue:43618|issue:43697", "issue:30064|issue:36331", + "issue:43618|issue:43697", "issue:43643|issue:44877", "issue:43550|issue:43819", "issue:43335|issue:43756", @@ -5808,207 +5719,210 @@ "issue:39692|issue:45834", "issue:44448|issue:44671", "issue:43540|issue:44008", - "issue:43644|issue:43749", - "issue:34634|issue:36010", - "issue:45183|issue:45479", - "issue:45584|issue:45834" + "issue:34634|issue:36010" ], - "prepared_review_unit_hash": "24909c2a8408db001127ec7614a3a5791741f9480c0202c6e4e5718a52433c01", + "prepared_review_unit_hash": "11bd03183ea3f09b4c8f24600cf7a89b54b464c87132bbefb68c693f343d3f71", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36286, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous: most pairs are only superficially similar (same model family, same subsystem, or same version-regression theme) but describe different code paths and fixes. No soft edge should be merged as a duplicate.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 44843 is the clearest concrete regression in the set and the most actionable representative of the tokenizer-loading/_patch_mistral_regex family, with a direct failure mode and downstream references.", + "summary": "The cluster is mostly heterogeneous: almost all pairs are unrelated despite superficial similarity. I found no strong duplicate PRs, and only a weak shared theme around tokenizer loading/regression issues, but not enough to merge any pair as the same bug. The closest representative issue is the Mistral regex/loading regression report.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #44843 is the closest cluster representative because it names the shared _patch_mistral_regex loading path and is the broadest root-cause style report among the few tokenizer-loading related items.", "canonical_pr_reason": null, - "best_issue_reason": "44843 is the strongest standalone issue to anchor the cluster because it has a specific repro, a single code path, and the clearest connection to a nearby soft-candidate issue family.", + "best_issue_reason": "#44843 is the most useful single issue to keep as the representative report; it is generic enough to cover the shared tokenizer-regression surface better than the more specific follow-up reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache.get_seq_length contract bug vs VideoPrism hidden-state/output-field bug; unrelated components and failure modes." + }, + { + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Both involve tokenizers, but one is an AddedToken constructor error while the other is a model-loading failure for a specific checkpoint; different bugs and fixes." + "reason": "Video classifier output-field mismatch vs RT-DETR forward TypeError; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR long-input index error; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs MLukeTokenizer AttributeError; different subsystems." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Unrelated failures: torch.compile/SDPA on Bamba versus save/load of DiaConfig token IDs." + "reason": "Bamba compile bug vs DiaConfig save/load token-ID regression; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument bug vs tokenizer loading failure for a different model; not the same underlying issue." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different subsystems and symptoms: deepspeed zero3/BertModel initialization versus fbank feature extraction." + "reason": "Deepspeed ZeRO3/BertModel index error vs audio fbank feature extraction issue; different code paths." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "One is a qwen2.5-vl video-position-id bug; the other is a long-context FA2 performance regression. Same model area only superficially." + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; not duplicate." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-related Qwen issues, but they fail in different stages with different root causes and are not the same bug." + "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 video chat-template token/feature mismatch; different defects." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." + "reason": "Qwen3-MoE sliding-window bug vs AutoConfig trust_remote_code missing-fields regression; unrelated." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision versus StaticCache sequence-length tensor behavior; different code paths." + "reason": "Gemma3n variable-name collision vs StaticCache seq-length device-tensor bug; different failure sources." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Base-model-prefix loading breakage is not the same as inconsistent from_pretrained behavior inside Python classes." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "Tokenizer special-token registration bug versus DAC.from_latents/STE mismatch; unrelated." + "reason": "base_model_prefix loading regression vs inconsistent from_pretrained behavior inside Python classes; similar area, different bug." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Feature extraction failure versus tokenizer-mapping-name handling in add-new-model-like; not the same underlying bug." + "reason": "_torch_extract_fbank_features problem vs add-new-model-like/TOKENIZER_MAPPING_NAMES issue; unrelated." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "StaticCache.get_seq_length() returning a tensor is unrelated to Gemma4 quantized vision/audio embedder dtype casting." + "reason": "BigBirdTokenizer special-token decode bug vs DAC.from_latents mismatch; different models and logic." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/NER crash is a different bug than Perceiver image classification on non-default resolution." + "reason": "LayoutLMv2 tokenizer crash vs Perceiver non-default-resolution failure; not the same bug." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "CUDA assert with auto device mapping is unrelated to tokenizer loading for est-roberta." + "reason": "StaticCache seq-length contract bug vs Gemma4 quantized embedder dtype-casting fix; unrelated." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are different model regressions." + "reason": "Qwen3 auto-device-map cuda assert vs tokenizer loading failure for est-roberta; different problems." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Void segmentation-map processing failure vs CustomTrainer compute_loss signature regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 output differences; different model/output issues." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both concern config loading, but one drops fields from trust_remote_code and the other rejects a strict config; different failure mechanisms." + "reason": "trust_remote_code missing fields vs strict granite_speech config rejection; both config-related but distinct failures." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE behavior." + "reason": "Bamba compile/SDPA bug vs DAC latent reconstruction mismatch; unrelated." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer loss are unrelated model-architecture bugs." + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer selection bug; different models and logic." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function, but different bugs: offline model_info() call versus missing backend_tokenizer attribute. Not the same underlying defect." + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; related helper, different bugs." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and Jinja/non-template compilation are unrelated." + "reason": "AutoImageProcessor-from-URL loading issue vs template-node compilation error; unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer loading failure; different tokenizer paths." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation example errors and long OCR index errors are different problem classes." + "reason": "SigLIP2 documentation example errors vs Kosmos2.5 OCR index error; not the same underlying bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are version-regression output changes, but for different models and different code paths." + "reason": "Pegasus v4/v5 output mismatch vs CamemBERT masked-LM prediction regression; different model behaviors." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen video-input ValueError and Gemma3n audio_mel_mask collision are unrelated." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent buffer junk initialization and FSDP_CPU_RAM_EFFICIENT_LOADING are separate loading/runtime issues." + "reason": "Qwen3.5 video-template mismatch vs Gemma3n audio-mask variable collision; unrelated." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Input validation XOR messaging and single-label classification zero-loss are different bugs." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Whisper empty transcription after align_special_tokens is unrelated to Kosmos2.5 long OCR input index errors." + "reason": "BarkProcessor voice_preset issue vs GenerationMixin import error; different failures entirely." } ] }, @@ -6022,7 +5936,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 19, "review_unit_count": 61, "status": "reviewed", @@ -6034,7 +5948,6 @@ "nodes": [ "issue:28218", "issue:29159", - "issue:42175", "issue:43322", "issue:43388", "issue:43421", @@ -6043,6 +5956,7 @@ "issue:43577", "issue:43582", "issue:43606", + "issue:43644", "issue:43645", "issue:43716", "issue:43720", @@ -6066,27 +5980,30 @@ "issue:44991", "issue:45020", "issue:45072", - "issue:45081", + "issue:45183", "issue:45381", + "issue:45479", + "issue:45584", "issue:45685", "issue:45701", "issue:45834", "issue:46032", - "issue:46175", "issue:46291", "issue:46294", "issue:46463", "issue:46512", "issue:46665", - "issue:46846", - "issue:46932" + "issue:46846" ], "soft_pairs": [ + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:45183|issue:45479", "issue:43606|issue:45072", "issue:43322|issue:45685", "issue:43550|issue:45072", - "issue:43388|issue:46032", "issue:43782|issue:44977", + "issue:43388|issue:46032", "issue:44479|issue:45834", "issue:43825|issue:43994", "issue:44991|issue:46291", @@ -6098,208 +6015,224 @@ "issue:43931|issue:46846", "issue:46294|issue:46463", "issue:28218|issue:29159", - "issue:44610|issue:45072", "issue:44805|issue:44936", + "issue:44610|issue:45072", "issue:43540|issue:45381", "issue:43720|issue:45072", "issue:43825|issue:43827", "issue:43749|issue:44291", "issue:43645|issue:46665", "issue:44671|issue:45701", - "issue:43577|issue:43582", - "issue:42175|issue:45081", - "issue:46175|issue:46932" + "issue:43577|issue:43582" ], - "prepared_review_unit_hash": "8579c11b2a6a0d3f8196b2b6f061f4c600107e371bbe2ea0804966c24f2f32ce", + "prepared_review_unit_hash": "b3ac402a8f816192d3680f2ac0a5ddb415d1779fb170b7b8fd110fc14fcb8a7b", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36226, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "soft_pair_count": 28, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same concrete bug/change; most are only loosely related by model family or subsystem. The strongest standalone issue here is the FSDP CPU RAM-efficient loading regression, which is concrete and well-discussed.", - "confidence": 0.59, - "canonical_issue_reason": "issue:43749 is a concrete, user-facing regression with high discussion activity and inbound references, making it a strong duplicate anchor.", + "summary": "These issues are mostly separate regressions across tokenization, model loading, dtype/device handling, video inputs, and pipeline removals. The soft links are mostly thematic rather than true duplicates, so I would not merge any of them.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here and best represents the recurring 'recent transformers versions break models using remote_code' regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the most representative standalone bug report: specific failure mode, broad impact, and enough engagement to serve as a stable triage target.", + "best_issue_reason": "Issue 45020 is the most central, high-level issue in this set and is the best candidate to anchor discussion of the broader v5 regression class.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different loading failures: junk non-persistent buffers vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription behavior and Kosmos2.5 long-OCR indexing are unrelated bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and single-label classification zero-loss are different code paths." + }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different failures and code paths: CPU offload device mismatch vs bfloat16 dtype mismatch." + "reason": "CPU offload device mismatch is not the same failure as bfloat16 dtype mismatch." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and symptoms: Llava Next loading segfault vs an MPS histogram/int error." + "reason": "Llava Next segfault and MPS int histogram error are unrelated runtime issues." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "One is torch.compile + SDPA on Bamba-9B-v2; the other is a generic dtype mismatch regression." + "reason": "torch.compile/SDPA failure is a different bug than dtype mismatch in inference." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Different logic bugs: metric gathering truncation vs Mamba2 use_cache correctness." + "reason": "Qwen3VL load-time weight_only error and flash-attention generation failure are distinct." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Different models and bugs: Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation failure." + "reason": "Metric batching label truncation is unrelated to Mamba2 use_cache correctness." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both involve vision/video inputs, but the affected models and failure modes differ materially." + "reason": "Video-input regression and long OCR index error are different model/input problems." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Error-message wording about pipeline support is unrelated to SigLIP2 producing bad outputs." + "reason": "Pipeline error messaging and SigLIP2 bad outputs do not share the same root cause." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for a specific model vs an import-time kernels dependency error." + "reason": "Tokenizer load failure and kernels-version import failure are unrelated." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "AppleSilicon allocator TypeError and stale config.dtype after from_config are different bugs." + "reason": "AppleSilicon warmup TypeError is not the same as stale config dtype after from_config." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA architecture/state-shared issues are unrelated." + "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing bugs are different." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor updates are not the same bug as Whisper batch_decode ignoring skip_special_tokens." + "reason": "Post-processor refresh at runtime and Whisper batch_decode token skipping are separate issues." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code/v5 breakage, but the concrete root causes are not shown to be the same." + "reason": "44561 is one specific remote_code breakage cause; 45020 is a broader umbrella report, not the same concrete bug." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different models and error mechanisms: dtype mismatch in Mistral-3 vs a Gemma3n variable-name collision." + "reason": "Image preprocessor dtype mismatch and Gemma3n variable-name collision are unrelated." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight shape mismatch is not the same as missing linear_attn tensor-parallel plan entries." + "reason": "Qwen3-VL weight shape mismatch and missing tp_plan entries are different model-loading defects." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "A video chat-template token/feature mismatch is unrelated to T5 decoder input validation messaging." + "reason": "Qwen3.5 video-template mismatch and T5 decoder validation messaging are unrelated." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both concern tokenizer behavior, but one is a specific added-token spacing bug and the other is a broad slow/fast inconsistency report." + "reason": "Extra-space after added token is a specific tokenizer bug; slow/fast inconsistency is broader and not the same defect." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "OmDet-Turbo image-size mismatch is a different class of bug from bfloat16 dtype mismatches." + "reason": "Mask/tensor shape mismatch is not the same as train-then-evaluate failure." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same underlying issue as trainer.evaluate() failing after train()." + "reason": "Processor image-size mismatch and dtype mismatch are different issues." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen video-input failures with different model families and error conditions." + "reason": "Qwen3OmniMoe video processing failure and qwen2.5-vl vision_position_ids regression are distinct." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weights loading failure and dtype mismatch in inference are unrelated." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an error message issue; the other is stale docs still referencing removed pipelines." + "reason": "One is an error-message problem; the other is docs still referencing removed pipeline APIs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but FSDP CPU RAM-efficient loading and init_empty_weights argument handling are distinct code paths." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading bugs." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization breakage is different from from_pretrained behavior inside Python classes." + "reason": "Jupyter custom-model initialization and from_pretrained-inside-classes inconsistency are not the same failure." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and a generic tokenization-change report are not clearly the same defect." + "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related only broadly, not a shared concrete bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "A dtype propagation bug in BLIP2 is unrelated to an AppleSilicon allocator TypeError." + "reason": "Blip2 dtype persistence and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Packaging/backend dependency omission and a Mistral tokenizer regex crash are unrelated." + "reason": "Qwen3.5 video token/template mismatch and T5 decoder-input validation are unrelated." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Massive one-hot position embedding materialization is a different problem than quantized embedder dtype casting." + "reason": "Both mention pipeline removals, but one concerns a runtime error message and the other docs references; not the same bug." } ] }, @@ -6313,7 +6246,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 20, "review_unit_count": 61, "status": "reviewed", @@ -6340,7 +6273,6 @@ "issue:43645", "issue:43653", "issue:43697", - "issue:43720", "issue:43742", "issue:43782", "issue:43819", @@ -6350,7 +6282,6 @@ "issue:44368", "issue:44554", "issue:44589", - "issue:44610", "issue:44857", "issue:44912", "issue:44936", @@ -6365,239 +6296,248 @@ "issue:45406", "issue:45538", "issue:45600", + "issue:46175", "issue:46209", "issue:46285", "issue:46291", "issue:46326", "issue:46697", - "issue:46728" + "issue:46728", + "issue:46932" ], "soft_pairs": [ + "issue:42175|issue:45081", "issue:34634|issue:36331", + "issue:46175|issue:46932", "issue:45003|issue:46285", "issue:43653|issue:44912", "issue:46697|issue:46728", "issue:43782|issue:45325", "issue:43262|issue:43819", "issue:45081|issue:45406", - "issue:45372|issue:46326", "issue:43582|issue:44857", + "issue:45372|issue:46326", "issue:44589|issue:45042", "issue:43550|issue:44912", "issue:43742|issue:45020", - "issue:45084|issue:45538", "issue:43329|issue:45600", + "issue:45084|issue:45538", "issue:43452|issue:44991", "issue:44060|issue:44368", "issue:43526|issue:43697", "issue:43257|issue:43329", - "issue:43526|issue:44554", "issue:43906|issue:46209", + "issue:43526|issue:44554", "issue:36010|issue:36331", "issue:43819|issue:43927", "issue:36010|issue:43645", "issue:43531|issue:45042", "issue:42175|issue:46291", "issue:43638|issue:44936", - "issue:42490|issue:43257", - "issue:43720|issue:44610" + "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "85db1b9ba79c3c01ef722254e1e44b04e06c5405499b5f8b026ab69f810531ca", + "prepared_review_unit_hash": "2a8cdb0420b7eb9454abccdbc7964a29f2d197da5e6741569667f56b4edbcfff", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36525, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "soft_pair_count": 29, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose bundle of unrelated Transformers bug reports that only share broad subsystem or version-regression themes. I do not see any true duplicate pairs among the soft edges, so all proposed merges are rejected.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s general theme of Transformers version regressions affecting loading/remote-code models, but it is not a true duplicate umbrella for the whole set.", + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly broad-similarity false positives across unrelated loading, tokenizer, processor, training, and backend bugs. No pair looks safely mergeable as the same concrete fix.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest, most upstream-facing regression report in the set and the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most central and broadly scoped report here; the others are mostly model- or component-specific regressions that should stay separate.", + "best_issue_reason": "issue:45020 is the best overall representative because it captures a broad class of recent version breakages, unlike the many one-off model-specific reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: missing TensorFlow in a torch install vs a Mistral tokenizer backend attribute error." + }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different components and failure modes: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." + "reason": "Unrelated code paths: BarkProcessor voice_preset vs Trainer.compute_loss kwarg handling." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot vision embedding and the other is quantized dtype casting; different bugs." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Both are model-internals regressions, but one is unsafe sys.modules access and the other is CLIP class structure inconsistency." + "reason": "sys.modules access in modeling_utils is a different issue from the CLIP text model structure inconsistency." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token decode bug vs MXFP4 quantization loading/fallback bug; unrelated issues." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both involve image-processing sizing logic, but they affect different models and different calculations." + "reason": "Both concern image processing, but one is over-padding and the other is patch-count calculation for Aria resolution logic." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL-related, but one is a from_pretrained weight_only failure and the other is a rope-index temporal scaling bug." + "reason": "Different VL model bugs: weight_only loading error vs rope-index temporal scaling." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor sampling-rate default mismatch is unrelated to DAC latent/STE forward-pass mismatch." + "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are separate code paths." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are distinct load-path failures." + "reason": "Different model classes and failures: Mistral tokenizer backend_tokenizer vs Gemma4Processor missing _tokenizer." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Both mention mistral_common, but one is an import error and the other is a continue_final_message behavior bug." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP crashes on CUDA." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP image-loss crash are unrelated runtime/platform bugs." + "reason": "Gemma4 import failure due to ReasoningEffort and mistral_common continue_final_message are different bugs." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Storage-object lookup failure is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to MXFP4 quantization loading behavior." + "reason": "Bamba torch.compile/SDPA failure is not the same as MXFP4 quantization fallback." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A model-specific key error when loading MobileLLM-125M is not the same as the broad remote_code regression." + "reason": "Both are loading-related, but one is a MobileLLM key error and the other is a broad remote_code regression; not the same concrete bug." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max_length bug are unrelated." + "reason": "Undefined video-branch helpers in multimodal token counting is unrelated to stale auto_mappings references." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Multimodal token-count video-branch bug is unrelated to auto_mappings referencing removed configs." + "reason": "Template compilation error and CLIPTokenizer max_length bug are different failures." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are from_pretrained loading problems, but the affected artifacts and root causes differ." + "reason": "gguf_file from_pretrained breakage is a different loading path than tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "One is an incorrect tied-weights warning bug; the other is a user-facing config warning about tie_word_embeddings." + "reason": "Similar warning theme, but the concrete model behavior differs: incorrect layer-wise tie warning vs repeated tie_word_embeddings warning during LoRA fine-tuning." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output divergence." + "reason": "reduce_labels truncation and RTDetrV2 output drift are unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3-MoE weight conversion/loading issue is unrelated to multimodal token counting in the video branch." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to multimodal video token counting." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Different domains and code paths: image label reduction vs MPS attention correctness." + "reason": "A reproduction of an older issue is unrelated to an FP8 inference failure on B200." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "An isolated reproduction of an older issue is unrelated to FP8 inference failure on B200." + "reason": "BEiT label reduction and MPS attention correctness are different subsystems and bugs." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are separate regressions." + "reason": "GenerationMixin import error and custom trainer loss signature mismatch do not share a code path." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent consistency bug and DiaConfig save/load token-id loss are different audio-model issues." + "reason": "DAC latent mismatch and DiaConfig token-ID persistence are separate model/config issues." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import path breakage and Jupyter custom-model initialization failure are not the same underlying bug." + "reason": "ImportError for GenerationMixin is not the same as notebook-based custom model initialization breakage." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window and PIL/torchvision backend requirements are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and PIL/torchvision dependency handling are unrelated." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging backend-selection issue and pipelines/kernels version requirement issue are unrelated." + "reason": "Missing TensorFlow extra and kernels v0.15 version/revision requirement are different packaging/import problems." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/non-pretrained Bert index error and train-then-evaluate failure are separate trainer/deepspeed bugs." + "reason": "Deepspeed zero3 index error with Bert initialization is not the same as evaluate() failing after train()." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion/loading." - }, - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "BitNet packed-weight loading and OmDet-Turbo processor input-size mismatch are unrelated." + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion are unrelated." } ] }, @@ -6611,7 +6551,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 21, "review_unit_count": 61, "status": "reviewed", @@ -6639,6 +6579,7 @@ "issue:43643", "issue:43650", "issue:43696", + "issue:43720", "issue:43742", "issue:43746", "issue:43749", @@ -6657,11 +6598,9 @@ "issue:44821", "issue:44912", "issue:44977", - "issue:44987", "issue:45042", "issue:45356", "issue:45459", - "issue:45538", "issue:45759", "issue:45803", "issue:45859", @@ -6671,24 +6610,25 @@ "issue:46701" ], "soft_pairs": [ + "issue:43720|issue:44610", "issue:39692|issue:44912", "issue:43854|issue:44977", - "issue:43643|issue:45759", "issue:43746|issue:44811", + "issue:43643|issue:45759", "issue:43257|issue:43696", "issue:38175|issue:44610", - "issue:44387|issue:44617", "issue:43262|issue:44811", + "issue:44387|issue:44617", "issue:43257|issue:43931", "issue:45459|issue:45803", "issue:43329|issue:43450", "issue:46421|issue:46424", "issue:42915|issue:43742", "issue:43329|issue:44479", - "issue:43749|issue:44756", "issue:34567|issue:40990", - "issue:43650|issue:43906", "issue:44291|issue:45042", + "issue:43650|issue:43906", + "issue:43749|issue:44756", "issue:42915|issue:44821", "issue:29159|issue:34567", "issue:43606|issue:45859", @@ -6696,216 +6636,212 @@ "issue:28282|issue:29870", "issue:43540|issue:46701", "issue:43525|issue:46291", - "issue:44568|issue:45356", - "issue:44987|issue:45538" + "issue:44568|issue:45356" ], - "prepared_review_unit_hash": "ca64c1a518ef71a46b0a9b7d3bfc1d1f3574d2970a32b7a224bfc66184dbc4f9", + "prepared_review_unit_hash": "1e1af46286dc716501d66a8dc063fe39651bc4e5ad806d6e4c811830570e96e6", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35923, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "serialized_chars": 35419, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only loosely related by subsystem or symptom and do not look like the same underlying bug. The only strong duplicate candidate is the Qwen video regression pair, where the broader regression report is the better anchor.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 44479 is the best canonical issue: it is the broader user-facing regression report across multiple Qwen VL variants, while issue 43329 is a narrower root-cause/debugging report in the same video-token path.", + "summary": "These candidates are mostly unrelated issues that only share broad themes like loading, quantization, video, or tokenizer behavior. I found no strong duplicate pair worth merging; all soft edges should be rejected. For a representative issue, I\u2019d pick the broad FSDP loading bug as the most central/infrastructure-like item in the set.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43749 is the most broadly relevant infrastructure bug here (FSDP / RAM-efficient loading), with substantial discussion and inbound references, so it is the best representative issue in this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the most representative and actionable issue in the set because it describes the regression scope and affected models clearly.", + "best_issue_reason": "issue:43749 is the strongest single issue to anchor the cluster because it is central, high-impact, and more likely than the others to summarize a reusable bug pattern across loading/runtime paths.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and failure modes: accelerate loading of packed BitNet weights vs image processor input-size mismatch." + }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Both are model/report quality problems, but they concern different models and different failure modes (docs example errors vs MXFP4 load/quantization fallback)." + "reason": "One is a documentation/example problem; the other is a model quantization/loading regression. No shared bug path." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and different code paths: one is a load-shape mismatch, the other is a flash-attention generation issue." + "reason": "Different models and different runtime behavior: unit-test model loading vs flash-attention generation regression." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Both involve config/model loading, but one is missing fields from trust_remote_code AutoConfig, the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite multimodal configs." + "reason": "PEFT/local checkpoint loading bug vs Whisper batch_decode token-skipping behavior; unrelated code paths." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Unrelated bugs: PEFT adapter local checkpoint loading versus Whisper batch_decode skip_special_tokens handling." + "reason": "Both involve config/model construction, but the concrete bugs differ: missing fields from AutoConfig vs unwrapping text_config in AutoModelForCausalLM.from_config." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "One is Qwen3 MoE weight conversion with accelerate/deepspeed; the other is a GPT-oss CUDA OOM. Same broad area, different bugs." + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to a GPT-oss CUDA OOM." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: zero probabilities in SigLIP2 versus a processor/model input-size mismatch in OmDet-Turbo." - }, - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both mention memory pressure, but they are different issues: int4 quantization reserved-memory regression versus Sam3Video OOM." + "reason": "Both mention vision models and 224px, but one is zero probabilities and the other is a processor/model input-size mismatch." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default versus Whisper decode token skipping are separate processor behaviors." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode special-token handling." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but the causes are different: int4 quantization reserved-memory regression vs a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-family loading problems, but the failures differ: MoE weight conversion under accelerate/deepspeed versus Qwen3-VL weight-shape mismatch." + "reason": "Different Qwen model-loading failures: missing MOE weight conversion vs weight-shape mismatch in Qwen3-VL." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Same general anti-pattern (exception swallowing) but different components and bugs; not the same underlying issue." + "reason": "Both involve exception handling, but they are different functions and different bugs; not the same underlying issue." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video processors, but one is an undefined-variable bug in multimodal token counting and the other is a batched-shape bug in video processing." + "reason": "Undefined helper variables in multimodal token counting vs incorrect batched video processor output shape are distinct bugs." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy-init recompilation with chunked prefill and the other is max_cache_length only being honored for Quantized Cache." + "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different models and different failure classes: FineGrainedFP8Config failure versus a MobileLLM loading key error." + "reason": "Different model families and different loading/quantization failures." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "These describe the same video-input regression in the Qwen VL family; 43329 names the broken helper/undefined variables in the video token path, and 44479 reports the user-facing regression across affected models." - }, - { - "left": "issue:43749", - "right": "issue:44756", "accept": false, - "reason": "Both can lead to memory issues, but one is FSDP CPU RAM efficient loading and the other is mmap on Strix Halo; different mechanisms and fixes." + "reason": "Related to video inputs, but one is undefined variables in token counting and the other is a broader video-input regression; not the same concrete bug." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token accounting not updating is unrelated to GPT-oss perplexity on WikiText." + "reason": "TrainerState token accounting vs GPT-oss perplexity are unrelated issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: init_empty_weights argument incompatibility vs PIL image processors needing torchvision." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The titles are not about the same bug; one is a placeholder/placeholder-like report, the other is an isolated reproduction of a separate upstream issue." + "reason": "No real bug overlap; one is a low-signal issue title and the other is an isolated reproduction of a different issue." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Different regressions in different areas: init_empty_weights argument compatibility versus PIL backend requiring torchvision." + "reason": "Both mention memory pressure, but one is FSDP loading and the other is mmap on Strix Halo; different root causes." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3 MoE FP8 failure and AutoImageProcessor-from-URL loading failure are unrelated." + "reason": "A model quantization/load failure is unrelated to AutoImageProcessor-from-URL loading." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + "reason": "Tokenizer behavior inconsistency vs TrainerState token counter not updating; different components and symptoms." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they are different models and different code paths; not the same underlying bug." + "reason": "Both touch CPU offload, but they affect different models and different code paths." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID loss causing generation IndexError is unrelated to MXFP4 quantization fallback on gpt-oss-20b." + "reason": "DiaConfig save/load token-ID loss is unrelated to GPT-oss MXFP4 fallback behavior." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to Bart generate() using decoder_attention_mask before assignment." + "reason": "PyTorch missing ImportError vs Bart generate() decoder_attention_mask initialization bug are unrelated." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal pipelines and different failure modes: Qwen3OmniMoe video input ValueError versus DiffusionGemma image-text-to-text pipeline failure." + "reason": "Different multimodal pipelines and different failure modes: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to the transformers.pipelines import failure with kernels v0.15." + "reason": "Llama4 config missing pad_token_id is unrelated to pipelines import failing on kernels version/revision requirements." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms (special-token insertion vs codec/warning behavior)." - }, - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Model-loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Two separate tokenizer regressions affecting different models and different mechanics (special-token insertion vs codec handling/warning behavior)." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the chosen canonical pair (43329, 44479) is supported by the shared Qwen video-token regression path, and the broader/narrower framing stays conservative. The other soft-edge verdicts mostly distinguish different models or failure modes without overclaiming duplication. No mergeability issues apply here since these are issue pairs, not PR pairs." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 22, "review_unit_count": 61, "status": "reviewed", @@ -6965,15 +6901,16 @@ "issue:46869" ], "soft_pairs": [ + "issue:44987|issue:45538", "issue:43454|issue:43577", - "issue:45538|issue:46869", "issue:28282|issue:34689", + "issue:45538|issue:46869", "issue:44857|issue:46832", - "issue:43697|issue:45357", "issue:43425|issue:46291", + "issue:43697|issue:45357", "issue:33357|issue:34567", - "issue:42915|issue:45538", "issue:43404|issue:45127", + "issue:42915|issue:45538", "issue:45137|issue:45405", "issue:42175|issue:43824", "issue:28282|issue:29127", @@ -6981,8 +6918,8 @@ "issue:44479|issue:46693", "issue:43742|issue:44291", "issue:44936|issue:46821", - "issue:42915|issue:43749", "issue:43577|issue:46512", + "issue:42915|issue:43749", "issue:44849|issue:45701", "issue:43452|issue:43582", "issue:27957|issue:28282", @@ -6993,196 +6930,202 @@ "issue:44568|issue:45488", "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "b8f8fb07eb6f8dd870a6ceb6a8e702e982d5db5ac1329601d3c2202b4f55dcc5", + "prepared_review_unit_hash": "5081faae3b861fb498f7a8892a575ac45ae8c727f3785c16d73a40f04987e539", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35732, - "estimated_input_tokens": 8933, - "estimated_eval_tokens": 18122 + "soft_pair_count": 28, + "serialized_chars": 36026, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the paired issues mostly concern different models, subsystems, and failure modes, so I do not see any confident duplicate matches. If a single representative is needed, issue 45488 is the strongest anchor because it is the most detailed and has inbound references.", - "confidence": 0.87, - "canonical_issue_reason": "No true canonical duplicate stands out; if forced to pick one representative, issue 45488 is the most substantial/open regression report with the best discussion signal.", + "summary": "These issues are largely unrelated; the soft-similarity pairs do not look like true duplicates or the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45488 is the most actionable and representative issue in this set: detailed repro, clear impact, and inbound references.", + "best_issue_reason": "issue:45488 is the strongest standalone representative here: it has the most discussion, inbound references, and a clear, concrete regression affecting tokenizer behavior in a widely used model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Both are model-weight/dtype problems, but they affect different model families and different failure points; not the same bug." + "reason": "Different failures in different subsystems: model loading for one specific repo vs CLIPTokenizer max-length handling." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Unrelated failures: tokenizer max-length handling vs multi-GPU device-map crashes for YOLO." + "reason": "One is about untied lm_head weights in Mistral3; the other is a dtype-loading problem in Blip2. Different bugs and code paths." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are loading errors, but one is a missing PyTorch import path issue and the other is a model-specific loading regression." + "reason": "Generic AutoModel PyTorch import error vs a specific Llama 3.2 Vision loading regression; not the same issue." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Different detection-model crashes with different triggers and code paths; not a shared root cause." + "reason": "CLIPTokenizer max_length misconfiguration is unrelated to YOLO multi-GPU device_map auto failures." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "RT-DETR output mismatch and Qwen3.5 save_pretrained key regression are unrelated bugs." + "reason": "Both are detection-model crashes, but one is an AMP/float16 loss crash and the other is a forward-shape mismatch; different underlying bugs." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels revision/version import failure are separate dependency issues." + "reason": "Torch version incompatibility and kernels' version/revision requirement are separate dependency problems." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "MacOS bus error in CLIP loading vs TrainerState token counter not updating are unrelated." + "reason": "RT-DETR output drift in v5 vs incorrect save_pretrained visual encoder keys for Qwen3.5 are different code paths." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Fine-grained FP8 config failure and CLIP tokenizer max-length bug are different subsystems." + "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token-count tracking." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but they are different models and different scenarios; not the same concrete bug." + "reason": "Both mention weight tying, but one is a missing tie in Mistral3 generation and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max-length are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version pin issue are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow and a PEFT version bump are not the same bug." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Package/backend installation issue vs missing Qwen2.5-VL export are separate problems." + "reason": "TensorFlow missing from a torch extra install is unrelated to a missing Qwen2.5-VL symbol import error." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Generic import error and LayoutLMv3 box-validation message clarity are not the same bug." + "reason": "PyTorch import detection failure and a LayoutLMv3 box-content error are distinct problems." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "The tokenizer TypeError may be related in spirit, but the second issue is model-specific and the evidence is not enough to confirm the same root cause." + "reason": "AddedToken special-arg TypeError is not clearly the same as a model-specific tokenizer load failure; too little evidence to merge." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression and FA2 long-context performance regression are distinct failures." + "reason": "Video-input regression in several Qwen models vs FA2 long-context performance regression are different failures." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError loading a model and init_empty_weights argument mismatch are different loading paths." + "reason": "MobileLLM key loading error and init_empty_weights unexpected argument are separate loading-path bugs." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError do not share a concrete code path." + "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading broken are separate distributed/memory-loading issues." + "reason": "One is weights staying float32 in Blip2; the other is stale config.dtype after from_config. Similar theme, different bug." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Both mention dtype, but one is a component dtype bug in BLIP2 and the other is stale config dtype after from_config; not the same bug." + "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading are different features and failures." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug and a broad tokenization regression are unrelated." + "reason": "Qwen3.5 output_hidden_states bug is unrelated to a version-dependent tokenization change." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are not the same issue." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta/FlashAttention2 and missing-PyTorch import error are different issues." + "reason": "XLMRoberta Flash Attention 2 support and AutoModel PyTorch import errors are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed weight-dimension runtime error is unrelated to tokenizer slow/fast inconsistency." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression and list_repo_files revision forwarding bug are different code paths." + "reason": "Model loading regression and list_repo_files not forwarding revision are different API issues." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-map CUDA assert and Qwen3OmniMoe video input ValueError are unrelated." + "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video-processing ValueError are different runtime paths." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend install dependency issue and model loading failure for a specific checkpoint are not the same bug." + "reason": "TensorFlow backend packaging issue is unrelated to a specific model loading failure." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions: one is missing BOS/EOS addition, the other overrides tokenizer.json pre-tokenizer behavior." + "reason": "Both are tokenizer regressions, but one is add_special_tokens not adding BOS/EOS and the other is LlamaTokenizer overriding ByteLevel with Metaspace; not the same bug." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Failed image-generation test and Phi-4 multimodal loading regression are different model issues." + "reason": "Different multimodal models and different failure modes; no evidence they share the same underlying defect." } ] }, @@ -7196,7 +7139,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 23, "review_unit_count": 61, "status": "reviewed", @@ -7260,9 +7203,9 @@ "issue:44291|issue:44821", "issue:44479|issue:45381", "issue:38175|issue:44898", + "issue:43540|issue:44479", "issue:34567|issue:36331", "issue:43257|issue:43756", - "issue:43540|issue:44479", "issue:44062|issue:45081", "issue:45042|issue:45081", "issue:43742|issue:44589", @@ -7271,233 +7214,237 @@ "issue:43756|issue:45325", "issue:44568|issue:46491", "issue:45405|issue:45600", - "issue:45672|issue:45674", "issue:43531|issue:44821", + "issue:45672|issue:45674", "issue:43716|issue:46701", "issue:43577|issue:45072", "issue:43906|issue:46468", "issue:24643|issue:29870", - "issue:43906|issue:46693", "issue:44737|issue:46463", + "issue:43906|issue:46693", "issue:45823|issue:46463", "issue:43452|issue:44488", "issue:44625|issue:44877", "issue:43697|issue:46829", + "issue:43540|issue:46693", "issue:45663|issue:46846" ], - "prepared_review_unit_hash": "22b256e4157719fa225ef6d047094f83815e1f6a6e8dcff7d9f7625690e17bf1", + "prepared_review_unit_hash": "3a9b83811481ae97741d0252c9bfb9b6190be9d8c600e3494ed809971add1f34", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36479, - "estimated_input_tokens": 9120, - "estimated_eval_tokens": 18496 + "soft_pair_count": 29, + "serialized_chars": 36780, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are distinct one-off bugs in different model families or code paths. The only plausible duplicate edge is the Qwen2.5-VL 5.3.0 video-input position-id regression, where one issue is a broad umbrella report and the other is a specific symptom report.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 44479 is the broadest and most representative report in the only strong duplicate family here: it captures the Transformers v5.3.0 Qwen video-input regression across multiple model variants, so it can serve as the umbrella canonical issue.", + "summary": "This cluster is mostly noisy: the soft pairs share broad themes like model loading, tokenizers, vision/video regressions, or dtype issues, but they do not describe the same concrete bug/change. I found no true duplicate pair to accept.", + "confidence": 0.89, + "canonical_issue_reason": "No actual duplicate subcluster stands out; issue 44479 is the broadest representative because it describes a clear, multi-model Qwen video regression and overlaps most with the other Qwen video-related items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best global issue candidate because it describes the widest affected surface and the clearest shared root cause among the near-duplicate Qwen video-input reports.", + "best_issue_reason": "Issue 44479 is the most representative/central issue in this set: it has the clearest user-facing regression, spans multiple related Qwen models, and is the closest match to the few video-input soft-similarity candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen multimodal failure modes: one is Qwen3OmniMoe video-input processing, the other is a Qwen3-vl-embedding StopIteration during video handling." + "reason": "Both are video-input failures, but they affect different model families and report different exceptions/code paths." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unrelated loader bugs: one is init_empty_weights / _is_hf_initialized, the other is AutoImageProcessor loading from URL." + "reason": "One is about init_empty_weights and an unexpected argument; the other is about loading AutoImageProcessor from a URL." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Transformers 5.3.0 Qwen2.5-VL video-input position-id regression; 44479 is the broader umbrella report and 45381 is a specific reproduction." + "accept": false, + "reason": "Related Qwen video regressions, but 44479 is a broader multi-model v5.3.0 regression while 45381 is a specific vision_position_ids bug for Qwen2.5-VL." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: SigLIP2 zero probabilities versus Perceiver non-default-resolution classification failure." + "reason": "Different models and different failure modes; one is SigLIP2 zero probabilities, the other is Perceiver resolution/interpolation handling." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video inputs, but they target different model lines and symptoms, so they are not clearly the same bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "These are separate Trainer API problems: token accounting not updating versus a custom compute_loss signature mismatch." + "reason": "Trainer API-related, but one is token counting state not updating and the other is a compute_loss signature incompatibility." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different model-specific bugs: Qwen3 MoE weight conversion with accelerate/deepspeed versus SmolLM3 RoPE-layer dropping." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both are video-related, but they target different model families and distinct failures, so they are not the same underlying bug." + "reason": "Different model families and different issues: MoE weight conversion vs RoPE layer dropping." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer construction bugs in different places: AddedToken special-flag collision versus Mistral regex patching on a Tokenizer object." + "reason": "Both are tokenizer-loading problems, but they are unrelated bugs with different tokenizers and exceptions." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression is unrelated to the Mistral tokenizer backend_tokenizer AttributeError." + "reason": "Image processor torchvision dependency regression versus a Mistral tokenizer patch crash; no shared code-path bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading errors: MobileLLM config/key failure versus a Float8 storage lookup error." + "reason": "Both fail on load, but one is a config/key error and the other is a storage-type lookup problem during quantized loading." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + "reason": "Completely different domains: Apple Silicon warmup helper vs TimesFM window_size attribute handling." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "SmolLM3 RoPE-layer count bug and Qwen3.5 kernel registration crash are different code paths." + "reason": "Both mention rotary-related code, but they are different models and different failure mechanisms." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "These both touch Qwen-ish rotary logic, but one is SmolLM3 RoPE-layer dropping and the other is Qwen2.5-VL image temporal scaling; not the same bug." + "reason": "Different Qwen-related models and different rotary/position-id logic bugs." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS on add_special_tokens versus leading-space loss on CodeLlama round-trip." + "reason": "Tokenizer regressions, but one drops BOS/EOS on add_special_tokens and the other strips a leading space on round-trip." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is a version-pin problem for PEFT, the other is stale auto_mappings references causing CI breakage." + "reason": "A dependency-version bump problem and a stale auto_mappings CI break are unrelated." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Both involve quantized inference, but one is a Gemma4 uint8/torch.finfo audio-module failure and the other is a BitsAndBytesConfig skip-module exclusion bug." + "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with AutoImageProcessor URL loading." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Both are 4-bit/BitsAndBytes-adjacent, but they are distinct bugs in different validation/quantization paths." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal issues: Mistral-3 dtype mismatch in preprocessing versus DiffusionGemma image-text-to-text pipeline breakage." + "reason": "Different multimodal models and different problems: dtype mismatch versus pipeline wiring/output handling." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but one is BLIP2 model/qformer dtype loading and the other is inference mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Both are dtype mismatches, but they occur in different architectures and likely different conversion paths." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as a broken official Nemotron example." + "reason": "An isolated reproduction of one issue is not the same as a broken official example for a different model." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape RuntimeError and BART generate decoder_attention_mask unbound variable are separate failures." + "reason": "Completely different training-time errors: DeepSpeed weight shape vs Bart generate decoder_attention_mask initialization." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Reproduction of an older issue is unrelated to the FA2 long-context performance regression." + "reason": "XLNet CPU device placement bug versus a T5 decoder-input validation error; unrelated code paths." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "XLNet CPU-device placement bug and T5 decoder-input validation error are unrelated." + "reason": "One is a reproduction of a specific bug; the other is a generation performance regression." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 PLE device mismatch during forward is unrelated to the T5 decoder validation message issue." + "reason": "Different model families and different failure types: Gemma4 device mismatch vs T5 error messaging." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Tokenizer/model loading breakage around gguf_file is unrelated to the cjvt/sleng-bert load failure." + "reason": "Both are load failures, but one is about gguf_file handling in auto classes and the other is a specific model load regression." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different config-handling bugs." + "reason": "Both involve config propagation/strictness, but they are separate model-specific loading bugs." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output changes and VideoPrism hidden_states packaging are separate model-output issues." + "reason": "Different models and different symptoms: output drift in RTDetrV2 vs wrong hidden_states field in VideoPrism." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance or video/generation contexts only at a high level; they are unrelated bugs." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 tensor-parallel plan omissions are different training/distribution bugs." + "reason": "Both are Gemma/Qwen-related training issues, but one is a shared_kv_states FSDP2 KeyError and the other is missing TP plan entries." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, issue:44479 with issue:45381, is well supported by the titles as the same Qwen2.5-VL 5.3.0 video-input regression. The remaining rejected pairs are phrased cautiously and do not overclaim duplicate status from the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 24, "review_unit_count": 61, "status": "reviewed", @@ -7515,7 +7462,6 @@ "issue:43452", "issue:43525", "issue:43526", - "issue:43540", "issue:43643", "issue:43653", "issue:43688", @@ -7538,17 +7484,19 @@ "issue:45005", "issue:45200", "issue:45216", + "issue:45356", "issue:45357", "issue:45372", "issue:45375", "issue:45479", + "issue:45542", "issue:45588", "issue:45920", "issue:46050", "issue:46121", "issue:46170", + "issue:46178", "issue:46463", - "issue:46693", "issue:46701", "issue:46829", "issue:46832", @@ -7556,210 +7504,217 @@ "issue:46932" ], "soft_pairs": [ - "issue:45357|issue:45920", - "issue:43540|issue:46693", "issue:44913|issue:46121", + "issue:45357|issue:45920", "issue:44737|issue:45588", "issue:28282|issue:32090", - "issue:43697|issue:45216", "issue:46463|issue:46899", + "issue:43697|issue:45216", "issue:43526|issue:45479", "issue:43720|issue:44898", "issue:43643|issue:45375", "issue:45200|issue:46463", - "issue:43761|issue:46829", "issue:44466|issue:45005", + "issue:43761|issue:46829", "issue:44361|issue:44442", "issue:44493|issue:46050", "issue:43653|issue:44361", "issue:41762|issue:44936", "issue:43452|issue:44843", - "issue:43819|issue:44811", "issue:38175|issue:43295", "issue:43688|issue:43749", + "issue:43819|issue:44811", "issue:43994|issue:44898", - "issue:46832|issue:46932", "issue:43525|issue:46701", - "issue:45372|issue:46170" + "issue:46832|issue:46932", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43295|issue:45356" ], - "prepared_review_unit_hash": "0f9cae0ea6da7b42a487965945f9e877910785663b96b8af120231c3748ab1ad", + "prepared_review_unit_hash": "c3210018bdf04ae55241dc8d4ed39341365d0abfe6db5dfc0ee7c4edb1a1e72b", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 35255, - "estimated_input_tokens": 8814, - "estimated_eval_tokens": 17884 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad wording but not the same concrete bug or code path. I did not find any true duplicate/mergeable pairs. I used issue #45920 as the representative issue because it is the broadest, most actionable regression report in the set.", - "confidence": 0.76, - "canonical_issue_reason": "#45920 is the best representative issue: it describes a concrete tokenizer regression with multiple affected model families and a clear failure mode.", + "summary": "All soft pairs are false duplicates: they share some surface similarity, but each issue points to a different model, backend, or code path. No PRs are present in this cluster.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the strongest representative issue here because it describes a concrete, broad regression with clear user impact across multiple models and is the most actionable tokenizer-related report in the set.", "canonical_pr_reason": null, - "best_issue_reason": "#45920 is the strongest global issue candidate because it is broad, reproducible, and tied to a specific tokenizer path rather than a model-specific edge case.", + "best_issue_reason": "issue:45920 is the best standalone issue to anchor the cluster: it has the widest scope, a clear symptom, and the most general regression framing among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45357", - "right": "issue:45920", - "accept": false, - "reason": "Different bugs: visual-encoder key serialization in save_pretrained vs wrong token IDs from AutoTokenizer." - }, - { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Different subsystems and symptoms: video input processing error vs FA2 long-context performance regression." + "reason": "Different bugs: one is GPTNeoX config reload losing rotary_pct, the other is rope-validation type handling for JSON-loaded lists." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Both involve config/rope-related plumbing, but one is a reload default bug and the other is a TypeError on JSON-loaded lists." + "reason": "Both involve Qwen/AutoTokenizer save/load behavior, but one is about incorrect visual encoder keys in save_pretrained while the other is a broader wrong-token-ID regression across many models." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Unrelated code paths: XLNet CPU device placement vs flash-attention crashing on s_aux=None." + "reason": "Different code paths: XLNet CPU device placement in relative positional encoding vs flash_attention crash on s_aux=None." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import vs Trainer GPU broadcast type error; no shared underlying bug." + "reason": "Unrelated failures: missing PyTorch ImportError for AutoModel vs Trainer GPU broadcast TypeError on NoneType." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Different model families and failures: RT-DETR output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "T5 decoder input validation error message vs Gemma4 quantized multimodal embedder dtype-cast failure." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "A T5 validation error message bug is unrelated to Gemma4 quantized multimodal dtype casting." + "reason": "Distinct regressions: RTDetrV2 output differences in v5 vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different logic errors: BEiT label reduction bug vs sequence-classification zero-loss behavior across models." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sequence-classification zero-loss behavior across multiple models." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading bug is not the same as Perceiver interpolation failure." + "reason": "BitNet packed-weight unpacking during accelerate loading is not the same as Perceiver non-default-resolution interpolation failure." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "AutoConfig trust_remote_code missing-fields issue is distinct from Qwen vision config field dropping under @strict." + "reason": "AutoConfig trust_remote_code missing fields is a config-serialization problem; Qwen3_5MoeVisionConfig missing deepstack_visual_indexes is a different model schema omission." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 token-type defaults and T5 decoder validation are different bugs." + "reason": "Gemma4 mm_token_type_ids defaulting vs T5 decoder-input error-message issue; different models and different behaviors." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Both mention hidden_states, but the failures differ: missing hidden_states vs misassigned last_hidden_state in another model." + "reason": "Both mention tied weights/serialization, but one is model-device-dependent lm_head.weight serialization while the other is translation-model tied-weight issues in v5; not the same bug." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Related theme of tied weights, but not enough evidence of the same concrete serialization bug or mergeable fix." + "reason": "Different outputs/fields: CLIPVisionModel hidden_states=None regression vs VideoPrism returning last_hidden_state in hidden_states." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and different failure modes; not the same underlying issue." + "reason": "MLukeTokenizer task-time AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate tokenizer-loading failures." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantized save/load breakage are unrelated." + "reason": "Position-id key warnings and sinq quantized model save/load corruption are different serialization/quantization issues." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token decode bug is unrelated to MLuke task AttributeError." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 loading index error is not the same as trainer.evaluate() failing after training." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train are different training/loading paths." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch AutoTokenizer/from_pretrained, but one is a gguf_file breakage and the other is an offline-mode regex patch bug." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Both involve AutoTokenizer, but one is gguf_file breaking tokenizer/model loading and the other is an offline-mode break caused by an unconditional model_info() call in _patch_mistral_regex." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Zero-probability outputs for siglip2 are not the same as processor.tokenizer/image-input regression." + "reason": "SigLIP2 zero-probabilities is a model output bug; processor.tokenizer/image passthrough regression is a processor API compatibility issue." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different problems." + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING being broken." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Different models and symptoms: nonsensical SigLIP2 outputs vs Perceiver interpolation failure." + "reason": "DAC.from_latents mismatch with missing STE is a generation/codec bug, not the Whisper batch_decode skip_special_tokens issue." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "RT-DETR feature-level mismatch is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline are not the same as Perceiver interpolation failure at non-default resolution." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a different bug from the DiffusionGemma pipeline failure." + "reason": "Llama4Config missing pad_token_id is a config attribute bug; DiffusionGemmaGenerationOutput pipeline failure is a pipeline/integration issue." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch TypeError is not the same as Gemma4 quantized embedders dtype casting; different models and failures." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 processor import failure and Windows ROCm torch.distributed dependency issues are distinct." + "reason": "Gemma4 processor ImportError from mistral_common is unrelated to Windows ROCm/PyTorch torch.distributed dependency issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard without TensorFlow causing backend errors is a different backend-detection problem from an undefined BACKENDS_MAPPING tensorflow_text error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around processor/tokenizer behavior, but one is processor.tokenizer/image handling in v4.57.5 and the other is Kimi-K2.5 tokenizer codec + warning behavior; not the same concrete bug." } ] }, @@ -7773,7 +7728,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 25, "review_unit_count": 61, "status": "reviewed", @@ -7790,12 +7745,12 @@ "issue:36010", "issue:41720", "issue:42898", - "issue:43295", "issue:43452", "issue:43504", "issue:43531", "issue:43550", "issue:43577", + "issue:43643", "issue:43646", "issue:43653", "issue:43688", @@ -7808,6 +7763,8 @@ "issue:44466", "issue:44479", "issue:44484", + "issue:44554", + "issue:44561", "issue:44568", "issue:44625", "issue:44704", @@ -7817,15 +7774,12 @@ "issue:44843", "issue:44977", "issue:44991", - "issue:45356", "issue:45440", "issue:45491", - "issue:45542", "issue:45701", "issue:45704", "issue:46002", "issue:46050", - "issue:46178", "issue:46402", "issue:46491", "issue:46612", @@ -7833,8 +7787,6 @@ "issue:46821" ], "soft_pairs": [ - "issue:45542|issue:46178", - "issue:43295|issue:45356", "issue:43531|issue:43742", "issue:29159|issue:33357", "issue:42898|issue:46491", @@ -7842,8 +7794,8 @@ "issue:43646|issue:43749", "issue:43756|issue:46402", "issue:44843|issue:44991", - "issue:43653|issue:43927", "issue:43688|issue:45704", + "issue:43653|issue:43927", "issue:43452|issue:43577", "issue:44464|issue:44743", "issue:44484|issue:44704", @@ -7856,208 +7808,217 @@ "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:44734|issue:46612", - "issue:43504|issue:43720", "issue:44977|issue:46693", + "issue:43504|issue:43720", "issue:43504|issue:43550", "issue:44464|issue:44977", - "issue:41720|issue:44464" + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43720|issue:43927" ], - "prepared_review_unit_hash": "3ecc479a82f19e883147fa8954d856c80483d265a13ce1645ee385beb948c008", + "prepared_review_unit_hash": "e66ae832e617c56edf9afb30d61cec655754c394707ddf7612adbaac095594b3", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36209, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose theme of tokenizer/model-loading regressions in Transformers, but the soft pairs are not the same underlying bug or change. None of the candidate pairs are strong enough to merge as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45701 is the best umbrella issue in this set: it is broad, version-regression oriented, and sits closest to the repeated tokenizer-behavior complaints without being overly model-specific.", + "summary": "This cluster is over-broad: the items span unrelated tokenizer, model-loading, generation, and device/runtime regressions. None of the soft edges look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most suitable representative issue because it describes a general version-dependent tokenization regression and can serve as the broadest anchor for related tokenizer reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Both are backend/configuration import errors, but they involve different missing-backend paths: TensorFlow/tensorboard vs tensorflow_text." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Different regressions: processor.tokenizer/image-handling breakage versus Kimi-K2.5 codec handling and mistral-regex warning behavior." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Unrelated failures in different models: Qwen3-MoE sliding-window behavior versus a KeyError loading MobileLLM-125M." + "reason": "Different model families and failure modes: Qwen3-MoE sliding-window behavior vs a key error loading MobileLLM." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Both mention tokenizers, but one is slow/fast inconsistency and the other is a MacOS bus error with a CLIP model." + "reason": "Tokenizer inconsistency vs MacOS bus error in a CLIP model; no shared code-path bug." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenization regressions, but one is a general v5 behavior change and the other is a CodeLlama leading-space round-trip bug." + "reason": "Both are tokenizer regressions, but one is general cleanup-space behavior and the other is CodeLlama leading-space round-trip loss." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Special-token handling is the broad theme, but these are different tokenizers and different symptoms (mask decode output vs BOS/EOS insertion)." + "reason": "Both concern special tokens, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are distinct bugs." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Both concern loading/runtime breakage, but one is custom model initialization in v5 and the other is FSDP CPU RAM-efficient loading." + "reason": "Remote-code config field loss vs FSDP CPU RAM efficient loading; unrelated failure paths." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different model-loading problems: Smollm3 RoPE layer loading versus Sam3 text-encoder weights not being loaded." + "reason": "Different loading issues for different models: Smollm3 RoPE-layer metadata vs Sam3 text encoder weights not loaded." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading issues, but one is offline-model_info patch behavior and the other is a specific tokenizer failure for EMBEDDIA/est-roberta." + "reason": "Both hit tokenizer loading, but offline model_info() access and EMBEDDIA tokenizer regression are separate causes." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Different bugs: BigBird special-token registration versus DiaConfig losing custom token IDs after save/load." + "reason": "Aux-loss normalization bug in MoE models vs T5 apex RMSNorm memory leak; unrelated." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "These affect entirely different code paths: auxiliary-loss normalization versus a T5 RMSNorm memory leak." + "reason": "Special-token handling differs: BigBird mask token registration vs DiaConfig custom token IDs being dropped on save/load." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Loading gguf files and BLIP2 dtype propagation are unrelated issues." + "reason": "GGUF loading breakage vs BLIP2 dtype propagation bug; different subsystems." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache, but one is chunked generation with compiled forward and the other is recurrent-state reset in Qwen3.5 cache handling." + "reason": "Both involve generation state, but compiled-forward chunked generation and Qwen3.5 recurrent-state reset are different defects." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Unrelated APIs: save_pretrained shard sizing versus AutoProcessor kwargs not being passed to cached_file." + "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; not the same issue." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aaux-loss normalization is unrelated to the broad tokenization regression described by issue:45701." + "reason": "Both mention transformers behavior changes, but auxiliary-loss normalization and tokenization changes are unrelated." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but they arise in different subsystems: Gemma3 sliding-window embeddings versus classification heads during checkout/init." + "reason": "Both involve NaNs, but one is Gemma3 sliding-window GPU embeddings and the other is classification head init/checkout." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "One is a video-input regression across Qwen VL variants; the other is num_labels propagation in Qwen3.5 config." + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different code paths." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "Different failures in different components: AutoImageProcessor URL loading versus TimesFM window_size AttributeError." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Unrelated model-specific issues: auxiliary-loss normalization versus DeepseekV3MoE divergence from remote implementation." + "reason": "MoE auxiliary-loss bug vs DeepseekV3MoE divergence from remote implementation; not the same concrete defect." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training and a GenerationMixin import error are not the same bug." + "reason": "Multi-GPU training issue vs GenerationMixin import error; no overlap in bug mechanism." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both affect training, but the NoneType GPU broadcast error is distinct from Qwen2-VL multi-GPU training behavior." + "reason": "Trainer GPU broadcast NoneType error is different from Qwen2-VL multi-GPU training behavior." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Different serialization/load issues: tied-weight serialization depending on device versus quantized sinq save/load breakage." + "reason": "Both affect save/load, but tied-weight serialization and sinq quantization restore are different bugs." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both are cache/generation related, but server-side KV continuation indexing is not the same as beam-search cache reorder being skipped." + "reason": "KV-cache continuation indexing in serve vs beam-search cache reorder omission across model classes; not mergeable into one fix." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Legacy-field loading for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Qwen3.5 flash-attention correctness bug vs FA2 long-context performance regression; different symptoms and fixes." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "One is a correctness regression for Qwen3.5 flash-attention generation; the other is a performance regression with FA2 and long-context generation." + "reason": "Beit legacy-field loading failure vs BitNet packed-weight unpacking during accelerate loading; unrelated." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Both are model-loading/runtime problems, but one is a pretrained preset legacy-field issue and the other is a torch.compile + SDPA failure." + "reason": "Beit preset loading bug vs Bamba torch.compile/SDPA failure; different model/runtime paths." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked compiled-forward generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths and symptoms." + "reason": "Compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation failure; not the same underlying bug." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on A800 is unrelated to compiled-forward chunked generation output inconsistency." + "reason": "A800 auto device mapping cudaErrorAssert is unrelated to compiled-forward chunked generation output mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 breakage, but missing config fields and removed is_torch_fx_available are distinct failure causes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading bug vs MPS attention correctness issue; no shared fix." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug and DiaConfig custom-token-ID loss are different loading regressions." } ] }, @@ -8071,7 +8032,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 26, "review_unit_count": 61, "status": "reviewed", @@ -8095,12 +8056,11 @@ "issue:43504", "issue:43525", "issue:43572", - "issue:43577", "issue:43606", "issue:43611", - "issue:43643", "issue:43646", "issue:43688", + "issue:43701", "issue:43720", "issue:43782", "issue:43825", @@ -8112,7 +8072,7 @@ "issue:44466", "issue:44514", "issue:44554", - "issue:44561", + "issue:44568", "issue:44610", "issue:44625", "issue:44849", @@ -8126,18 +8086,16 @@ "issue:46192", "issue:46209", "issue:46365", + "issue:46489", "issue:46693", "issue:46710", "issue:46846" ], "soft_pairs": [ - "issue:43643|issue:44561", - "issue:43577|issue:44554", "issue:43611|issue:46846", - "issue:43720|issue:43927", - "issue:43504|issue:44610", - "issue:43606|issue:43927", "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:43504|issue:44610", "issue:43278|issue:43688", "issue:43782|issue:46693", "issue:43262|issue:43295", @@ -8145,9 +8103,9 @@ "issue:44514|issue:45290", "issue:44964|issue:45405", "issue:43493|issue:43825", - "issue:44554|issue:46365", - "issue:44977|issue:46209", "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:44554|issue:46365", "issue:44625|issue:45584", "issue:43452|issue:44451", "issue:28218|issue:33357", @@ -8160,216 +8118,212 @@ "issue:43646|issue:44466", "issue:46209|issue:46710", "issue:44849|issue:46209", - "issue:33357|issue:33666" + "issue:33357|issue:33666", + "issue:43278|issue:43701", + "issue:44568|issue:46489" ], - "prepared_review_unit_hash": "e5fbcef063db724c09eec8711707e885c4de79388e1c950c18114b1e3cf79ab6", + "prepared_review_unit_hash": "f2d3dc61849554faed68a55faa1844a299188802800985746eeafce21f596af7", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36825, - "estimated_input_tokens": 9207, - "estimated_eval_tokens": 18670 + "soft_pair_count": 29, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers bug reports, mostly across different models and regressions. The suggested soft edges share only broad subsystem similarity, not the same concrete bug, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions, model-specific bugs, or docs/config issues. None of the soft pairs look like true duplicates, so there is no strong canonical artifact here.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated tokenizer, loading, config, training, and performance problems, so the cluster appears noisy rather than duplicate-heavy.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43452 is the broadest user-facing regression in the set because it breaks core `from_pretrained` loading for both tokenizers and causal LMs, making it the closest thing to a cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Both mention trust_remote_code, but one is missing config fields while the other is a v5 regression from removing is_torch_fx_available; different root causes." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated bugs." - }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "One is a base_model_prefix loading regression; the other is a Qwen3.5 TP-plan OOM/shape issue." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "Packed-weight loading failure and DiaConfig token-ID loss are different failure modes in different code paths." + "reason": "Different bugs: one is a `base_model_prefix` loading regression, the other is a Qwen3.5 TP-plan omission causing OOM/shape errors." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Legacy preset loading and processor/model image-size mismatch are unrelated." + "reason": "Unrelated: multi-GPU training on Qwen2-VL vs a `compute_loss` signature mismatch in a custom trainer." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is not the same bug as DiaConfig save/load token corruption." + "reason": "Different failure modes and models: CPU offload device mismatch vs lost custom token IDs after save/load." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Multi-GPU training and a custom compute_loss signature break are unrelated." + "reason": "Unrelated model-loading legacy-field bug vs processor output size mismatch." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift and auxiliary-loss normalization are different bugs." + "reason": "Different regressions: dtype drift in eval vs auxiliary-loss normalization error." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only loading and FA2 long-context performance regression are unrelated." + "reason": "One is a `from_pretrained` weight-only load error; the other is a long-context FA2 performance regression." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio apply_chat_template sampling-rate defaulting and processor.tokenizer/image handling regression are different issues." + "reason": "Different processor/chat-template bugs: wrong default sampling rate vs regression accessing `processor.tokenizer` and image inputs." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer attribute failure are unrelated." + "reason": "Different subsystems: packed-weight loading in BitNet vs tokenizer attribute error in MLuke." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both crash in apply_chat_template, but on different inputs and different edge cases." + "reason": "Both involve `apply_chat_template`, but the triggers differ: batched padding=False crash vs tool-call assistant message with no content." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading and an unreleased PEFT version bump are unrelated." + "reason": "Different issues: model loading failure vs an unreleased `MIN_PEFT_VERSION` bump." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "A SigLIP2 implementation discrepancy is not the same as a pipeline error-message bug." + "reason": "Unrelated: SigLIP2 implementation discrepancy vs pipeline error-message wording for translation tasks." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "An attention correctness issue and a Trainer import conflict are unrelated." + "reason": "Similar shape, but not the same bug: missing `pad_token_id` in Llama4 vs missing `pad_token_idx` in StableLm." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation and FP8/B200 inference failures are different bugs." + "reason": "Different problems: flash-attention generation bug vs FP8 inference failure on B200." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Missing pad_token_id and missing pad_token_idx are similar in theme but on different configs and attributes." + "reason": "Completely unrelated: MPS attention correctness issue vs Trainer import conflict with `datasets`." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are unrelated." + "reason": "Different model behaviors: Qwen3.5 `num_labels` propagation vs Whisper empty-transcription failure after token alignment." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading regression and a specific model load failure are not the same concrete bug." + "reason": "Broad loading regressions, but not the same bug: `gguf_file` breaks core APIs while ScandiBERT load failure is model-specific." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to the MacOS CLIP bus error." + "reason": "Unrelated: tokenizer spacing after added token vs a MacOS bus error in CLIP loading." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "A device_map auto forward mismatch and a sinq save/load quantization break are different issues." + "reason": "Different device/load paths: Gemma4 PLE device mismatch vs quantized-model save/load breakage." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Ministral BPE marker handling and Qwen3.5 flash-attention generation are unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 model/pipeline correctness and return_tensors handling are different bugs." + "reason": "Different concerns: SigLIP2 output quality bug vs `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch and a ZeRO-3 gradient regression are unrelated." + "reason": "Different classes of bug: model discrepancy vs DeepSpeed ZeRO-3 gradient growth regression." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Doc-example mismatches/quantization errors are not the same as processor.tokenizer and image-tokenizer regressions." + "reason": "Docs/example errors for SigLIP2 are not the same as a processor API regression in custom multimodal code." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype changes and abnormal gradient growth under ZeRO-3 are different problems." + "reason": "Different training regressions: eval dtype change vs gradient explosion under HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head serialization inconsistency are not the same bug." + "reason": "Different issues: custom model init regression vs device-dependent `lm_head.weight` serialization inconsistency." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference on B200 and a DeepSeek accuracy regression after upgrade are unrelated." + "reason": "Both are version regressions, but one is FP8 inference on B200 and the other is accuracy drift in DeepSeek-R1-Distill-Llama-8B." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug and FP8 inference failure are different issues." + "reason": "Unrelated: Qwen3.5 hidden-state bug vs FP8/B200 inference failure." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + "reason": "Completely unrelated issues: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different regressions: eval dtype mismatch vs resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5+, but they affect different models and symptoms; not the same underlying bug." } ] }, @@ -8383,7 +8337,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 27, "review_unit_count": 61, "status": "reviewed", @@ -8396,7 +8350,6 @@ "issue:29942", "issue:30333", "issue:43257", - "issue:43278", "issue:43299", "issue:43334", "issue:43504", @@ -8404,12 +8357,12 @@ "issue:43575", "issue:43606", "issue:43653", - "issue:43701", "issue:43824", "issue:43844", "issue:43873", "issue:43927", "issue:43937", + "issue:43994", "issue:44112", "issue:44291", "issue:44361", @@ -8421,6 +8374,7 @@ "issue:44792", "issue:44843", "issue:44849", + "issue:44869", "issue:44964", "issue:45072", "issue:45200", @@ -8435,16 +8389,14 @@ "issue:46285", "issue:46399", "issue:46424", - "issue:46489", "issue:46701", "issue:46710", + "issue:46752", "issue:46821", "issue:46832", "issue:46846" ], "soft_pairs": [ - "issue:44568|issue:46489", - "issue:43278|issue:43701", "issue:44488|issue:44843", "issue:43927|issue:44361", "issue:44792|issue:45405", @@ -8454,220 +8406,222 @@ "issue:44849|issue:45357", "issue:43504|issue:43606", "issue:43257|issue:43299", - "issue:44589|issue:45520", - "issue:43606|issue:44112", - "issue:46399|issue:46846", "issue:43334|issue:43572", + "issue:44589|issue:45520", "issue:45245|issue:46710", - "issue:44493|issue:46285", "issue:46821|issue:46832", "issue:43334|issue:45759", - "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44493|issue:46285", + "issue:46399|issue:46846", "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:29942|issue:30333", "issue:45200|issue:45229", - "issue:29942|issue:30333" + "issue:44869|issue:46752", + "issue:43994|issue:44493" ], - "prepared_review_unit_hash": "f687c56af1acc1542a575618dc67b24542b573422b5d7e8568ca54559d898bab", + "prepared_review_unit_hash": "ec0015bb900241ff3903c9a084430762ddeb5321780f32bb2e2b19d63b7fc68e", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36202, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: tokenizer regressions, model-loading failures, training/offload issues, generation bugs, and unrelated CI/test failures. No pair looks like the same concrete bug/change, so all soft edges should be rejected.", + "summary": "This cluster is noisy and largely heterogeneous: the items span unrelated model-loading, tokenizer/config, quantization/offload, and CI failures. No soft duplicate edges look safe to merge.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster because the items cover unrelated failures across many subsystems and models.", + "canonical_issue_reason": "No canonical issue: the cluster does not share one underlying bug, so any single issue would be a misleading representative.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of the issues is representative of the others, and several are clearly unrelated.", + "best_issue_reason": "No single issue is a good global representative because the paired artifacts describe different code paths and different models.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not the same underlying bug." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "One is a dtype drift in evaluate, the other a checkpoint key mismatch; unrelated failures." - }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Different subsystems: model load failure for a specific tokenizer/model vs offline-mode hub access bug." + "reason": "Both involve tokenizer/model loading, but one is a specific model load failure while the other is an offline-mode hub lookup bug; different underlying causes." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Both involve tokenizers/configs, but the affected models and failure modes are different." + "reason": "Both are runtime errors, but they affect different tokenizers/configs and different failure points; not the same bug." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Image generation test failure vs dependency version bump; no shared bug." + "reason": "A Janus test failure and a PEFT version pin problem are unrelated." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related regressions, but they are distinct model-specific issues with different outputs." + "reason": "Both mention token IDs, but one is mDeBERTa add_special_tokens behavior and the other is a Granite tokenizer regression; different model-specific issues." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Completely unrelated: import error for a Qwen class vs float8 storage lookup failure." + "reason": "An import error for Qwen2.5-VL and a Float8 storage lookup error are distinct failures." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel model load is unrelated to the PEFT minimum-version bump." + "reason": "Qwen2 tensor-parallel OOM and a dependency version bump are unrelated." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different bugs in different Qwen models: hidden-states output handling vs save_pretrained key serialization." + "reason": "Hidden-states output behavior and incorrect visual encoder save keys are different Qwen3.5 bugs." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field load bug for BEiT is unrelated to CPU offload device mismatch in bark-small." + "reason": "Beit legacy-field loading and Bark CPU offload device mismatch are unrelated code paths." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MOE loading, but one is accelerate/deepspeed conversion and the other is a general transformers-dev load break; not clearly the same fix." + "reason": "Both are Qwen MOE loading regressions, but they hit different model variants and different load paths; not close enough to merge." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing config fields (`pad_token_id` vs `pad_token_idx`)." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Distinct low-level import/storage problems with no shared code path." + "reason": "Float8 storage lookup and flash_attn import key errors are unrelated." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "One is a real device mismatch bug, the other is a stale CI test; not the same underlying issue." + "reason": "Category-count runtime limits and an accuracy regression after upgrade are not the same problem." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a kernel registration error and the other is a TP plan omission causing OOM/shape issues." + "reason": "TimesFM window_size handling and RT-DETR feature-level forwarding are unrelated." }, { "left": "issue:43334", - "right": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Both are post-v5 config-field problems, but they concern different models and different missing fields." + "reason": "Both touch multimodal/composite configs, but one is a missing `pad_token_id` attribute and the other is `text_config` unwrapping; different bugs." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Category-count limit error is unrelated to an accuracy regression after upgrade." + "reason": "A CPU offload device mismatch and a stale CI test in GraniteSpeech are different issues." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Both are structure/keys regressions, but they affect different model families and different attributes." + "reason": "Unexpected position-id keys across many models is not the same as CLIP text model structure divergence." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Unrelated model errors: TimesFM window_size attribute issue vs RT-DETR forward TypeError." + "reason": "Qwen3.5 kernel registration failure and missing TP-plan entries are different Qwen3.5 code paths." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Both touch multimodal Qwen configs, but one is a missing pad_token_id and the other is text_config unwrapping; not the same bug." + "reason": "A missing config field in StableLm and an unexpected `_is_hf_initialized` argument during empty-weight init are different regressions." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different components and symptoms: BEiT pretrained loading vs BigBirdTokenizer special-token registration." - }, - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "Missing pad_token_idx and unexpected _is_hf_initialized arg are separate config/init compatibility issues." + "reason": "Beit pretrained-load legacy-field handling and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different inference bugs in different models; no shared code path." + "reason": "bfloat16 dtype mismatches and RT-DETR feature-level handling are unrelated." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both are generation/cache-related, but one is chunked generation with compiled forward and the other is cache_length handling for quantized cache only." + "reason": "Chunked-generation inconsistency with compiled forward is not the same as cache-length behavior for quantized cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Different generation/pipeline failures with no evidence of a common cause." + "reason": "GLM-5 generation config validation and DiffusionGemma pipeline failure are different problems." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient behavior and multimodal model loading are unrelated." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are unrelated." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading themes overlap, but save/load breakage in sinq is not the same bug as offloading not working." + "reason": "Quantization/offload behavior and broken quantized save/load are adjacent themes but distinct bugs and code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after a failed job are unrelated." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only fine-tuning defaults vs multi-GPU inference OOM are unrelated." + "reason": "Defaulting `mm_token_type_ids` and multi-GPU CUDA OOM are different Gemma 4 issues." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Flash Attention test failures and MLflow job-reporting issues are unrelated." + "reason": "Whisper timestamp decoding and empty chat-template input handling are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 incorrect outputs and unexpected position-id keys are different model/loading regressions." } ] }, @@ -8681,7 +8635,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 28, "review_unit_count": 61, "status": "reviewed", @@ -8694,6 +8648,8 @@ "issue:15354", "issue:28218", "issue:29159", + "issue:29870", + "issue:29942", "issue:32090", "issue:34567", "issue:37428", @@ -8705,19 +8661,18 @@ "issue:43450", "issue:43493", "issue:43540", + "issue:43550", "issue:43572", "issue:43696", "issue:43701", + "issue:43844", "issue:43873", "issue:43957", - "issue:43994", "issue:44186", "issue:44423", - "issue:44493", "issue:44554", "issue:44610", "issue:44734", - "issue:44869", "issue:44977", "issue:45072", "issue:45084", @@ -8732,23 +8687,21 @@ "issue:45823", "issue:46050", "issue:46121", + "issue:46178", "issue:46192", "issue:46369", "issue:46701", "issue:46710", - "issue:46752", "issue:46821" ], "soft_pairs": [ - "issue:44869|issue:46752", - "issue:43994|issue:44493", "issue:45229|issue:45823", "issue:45588|issue:46050", "issue:42490|issue:43696", "issue:29159|issue:32090", "issue:44977|issue:46701", - "issue:45084|issue:45520", "issue:28218|issue:34567", + "issue:45084|issue:45520", "issue:43065|issue:46369", "issue:44554|issue:45446", "issue:15354|issue:38175", @@ -8766,198 +8719,207 @@ "issue:44186|issue:46192", "issue:43572|issue:46821", "issue:43295|issue:44610", - "issue:45823|issue:46192" + "issue:45823|issue:46192", + "issue:29870|issue:29942", + "issue:43550|issue:43844", + "issue:45520|issue:46178" ], - "prepared_review_unit_hash": "7d300313cced9717d3ef40dfbce810226e0ca378179ab48aa0bb545f01be7985", + "prepared_review_unit_hash": "a1bfb3f3dbd255cfe753cdc4c90a6afaefc3b5d670be9289920943da80e2a0bd", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35267, - "estimated_input_tokens": 8817, - "estimated_eval_tokens": 17890 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36165, + "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 heterogeneous: the soft-linked issues share broad library areas but not the same concrete bug, model, or failing code path. I would not merge any of the suggested pairs as duplicates.", + "summary": "These are mostly unrelated issue reports that only look superficially similar by keywords or subsystem; none of the soft pairs describe the same underlying bug/change closely enough to merge as duplicates.", "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the strongest standalone anchor: it describes a clear, user-facing regression with a concrete breakage pattern and broad impact on custom code using processor/tokenizer access.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44869", - "right": "issue:46752", - "accept": false, - "reason": "Different failure modes in different subsystems: Whisper word-timestamp decoding vs chat template handling on empty input." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "One is a SigLIP2 inference/output quality problem; the other is a position-id/key regression affecting many models. No shared code-path bug." - }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related but the bugs differ: multi-GPU CUDA OOM versus a device mismatch during forward with auto device mapping." + "reason": "Both are Gemma4-related, but one is a multi-GPU CUDA OOM and the other is a device-mapping/forward mismatch; different failure modes and likely different fixes." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Unrelated: flash-attention sinkless-model attribute error versus quantized save/load corruption after sinq. Different code paths and symptoms." + "reason": "Flash-attention None-handling crash vs. quantization save/load breakage are unrelated code paths and bugs." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Path parsing/import warning is unrelated to a CUDA out-of-memory report for GPT-oss-20b." + "reason": "Local-path import warning and GPT-oss CUDA OOM are clearly unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer distributed broadcast TypeError." + "reason": "Tokenizer slow/fast inconsistency and Trainer _gpu_broadcast_one NoneType error involve different subsystems and symptoms." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Different models and bugs: flash-attention generation issue versus an image-text-to-text pipeline failure for DiffusionGemmaGenerationOutput." + "reason": "Both mention generation, but one is a flash-attention bug for Qwen3.5 and the other is an image-text pipeline issue for DiffusionGemma; not the same code path." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "A template-node compilation TypeError is not the same as the Python 3.13 flash_attn import KeyError." + "reason": "Tokenizer spacing after added tokens and TrainerState token counter not updating are unrelated." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are unrelated." + "reason": "Compile/template-node error and flash_attn import KeyError are different import/compile failures with no shared underlying fix." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow in sam3-litetext. Not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. SAM3 litetext memory overflow are different model-specific issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with mismatched head dims is unrelated to a flex_attention version-check import bug." + "reason": "MPS attention correctness with mismatched head dims and a PyTorch version check for flex_attention import are not the same bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability inference behavior." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash from string tensor handling is different from KV-cache continuation tensor indexing." + "reason": "Both are serve crashes, but one is a multimodal continuous-batching attribute error and the other is KV-cache tensor indexing; different code paths." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "CUDA assert on auto device mapping for Qwen3 is not the same as an accuracy regression after a Transformers upgrade." + "reason": "Qwen3 auto device-map CUDA assert and DeepSeek accuracy regression after upgrade are not the same defect." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer attribute crash is unrelated to rope-parameter list type handling." + "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter JSON list handling are different bugs." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 is a different issue from a model accuracy regression after upgrade." + "reason": "Flash-attention generation failure and model accuracy regression are distinct issues." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch in CI inference and Wav2Vec2 save_pretrained/tokenization failure are unrelated." + "reason": "dtype mismatch inference failures and Wav2Vec2 save_pretrained/tokenization failure are unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both involve processors, but one is a regression in processor.tokenizer access and image passing; the other is batched video shape handling. Different bugs." + "reason": "Processor.tokenizer regression and video batch shape bug are different multimodal processing problems." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention utility import failure and meta-device model loading breakage are separate loading/runtime issues." + "reason": "Flash-attention helper import error and meta-device model loading breakage are different initialization issues." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "AttributeError on s_aux=None in flash_attention integration is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Sink-less flash_attention crash and missing text_config unwrapping are separate issues." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input validation in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults for text-only fine-tuning." + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and offloading with quantization are different failure modes and code paths." + "reason": "Processor/tokenizer regression and quantization offloading issue do not share the same root cause." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are both tokenizer bugs, but they affect different APIs and failure modes." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx after v5 update is unrelated to TimesFM window_size AttributeError." + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated config bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are processor-related, but one is a tokenizer-access regression and the other is an OmDet-Turbo image size mismatch. Not the same underlying bug." + "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are different model/processor issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch with auto device mapping is unrelated to return_tensors being ignored in multimodal kwargs handling." + "reason": "Gemma4 device mismatch during forward and return_tensors being ignored are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart decoder_attention_mask generate error and Flash Attention 2 test failures are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and gradient growth with ZeRO-3 are unrelated training/runtime issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 and BACKENDS_MAPPING error for tensorflow_text are different backend-import problems." } ] }, @@ -8971,7 +8933,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 29, "review_unit_count": 61, "status": "reviewed", @@ -8982,8 +8944,6 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:28218", - "issue:29870", - "issue:29942", "issue:35141", "issue:37428", "issue:39692", @@ -8998,12 +8958,11 @@ "issue:43452", "issue:43493", "issue:43525", - "issue:43550", "issue:43572", "issue:43575", "issue:43653", + "issue:43819", "issue:43824", - "issue:43844", "issue:43856", "issue:43950", "issue:43975", @@ -9013,6 +8972,7 @@ "issue:44521", "issue:44554", "issue:44737", + "issue:44792", "issue:44849", "issue:44987", "issue:45127", @@ -9021,21 +8981,19 @@ "issue:45290", "issue:45356", "issue:45381", - "issue:45520", + "issue:45563", "issue:45823", - "issue:46178", "issue:46192", "issue:46209", "issue:46285", "issue:46512", - "issue:46894" + "issue:46894", + "issue:46899", + "issue:46932" ], "soft_pairs": [ - "issue:29870|issue:29942", - "issue:43550|issue:43844", - "issue:45520|issue:46178", - "issue:45200|issue:45823", "issue:43450|issue:43575", + "issue:45200|issue:45823", "issue:43572|issue:44987", "issue:44554|issue:45356", "issue:37428|issue:43824", @@ -9051,197 +9009,207 @@ "issue:43278|issue:43856", "issue:44737|issue:46894", "issue:42915|issue:43824", - "issue:43950|issue:46285", "issue:43824|issue:43975", + "issue:43950|issue:46285", "issue:43452|issue:46512", "issue:43334|issue:43525", "issue:43262|issue:43450", - "issue:44442|issue:45198" - ], - "prepared_review_unit_hash": "b695e4e7af99b7139fb30aad8b05060c40f5a6edcff52fa5dd78a998a0a45fa4", - "component_budget": { + "issue:44442|issue:45198", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:45200|issue:46899", + "issue:43819|issue:44112" + ], + "prepared_review_unit_hash": "1f4b239159cb4061508dd94b9ce729c22d9cc9becfa3c41eb9bb1632115f63a1", + "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35883, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35590, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only superficially related by subsystem or keyword and do not look like the same underlying bug. I would keep issue 43950 as the strongest representative issue: it describes a clear, core regression with a direct reproduction path and broad impact.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43950 is the most concrete, regression-framed core bug in the set, with a clear failure mode and strong user impact.", + "summary": "All candidate soft pairs are near-theme matches at best, but none appear to describe the same underlying bug or change closely enough to merge as duplicates. The set is mostly a collection of distinct model, tokenizer, processor, and import regressions.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46932 is the strongest standalone canonical candidate: it is open, narrowly scoped to a concrete Gemma4 quantized-embedder dtype bug, and explicitly references a related prior report, making it the clearest representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best overall issue to keep as the representative triage target because it is specific, actionable, and clearly describes a real regression.", + "best_issue_reason": "Issue #46932 is the best issue for triage because it is specific, actionable, and already framed as part of the same bug family as a prior report, whereas most others here are unrelated one-off regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29870", - "right": "issue:29942", - "accept": false, - "reason": "Different failures: generation-time decoder_attention_mask bug vs Flash Attention 2 test failures. Same broad area, not the same bug." - }, - { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "One is a torch.compile/SDPA model failure, the other is a DeepSpeed ZeRO-3 gradient anomaly. Distinct code paths and symptoms." - }, - { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Import error for flash_attn on Python 3.13 is unrelated to a backend mapping ValueError for tensorflow_text." + "reason": "Different subsystems and failure modes: batched video processor output shape vs OOM when loading a large Qwen2-57B model with tensor parallelism." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma 4 token type ID defaulting bug and PLE device mismatch are different issues in different parts of the stack." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Video processor batch-shape bug vs tensor-parallel OOM while loading Qwen2-57B. Not the same underlying problem." + "reason": "Both are Gemma4-related, but one is about mm_token_type_ids defaulting for text-only fine-tuning and the other is a device-mismatch forward pass bug." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are load-time regressions, but the titles point to different models and different root causes." + "reason": "Unrelated bugs: a missing pad_token_idx in StableLmConfig versus a transformers version load failure for a physical-intelligence model." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue and Kimi tokenizer regression are unrelated." + "reason": "Different code paths: MPS attention correctness with mismatched head dims vs tokenizer codec handling and warning behavior in Kimi-K2.5." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Separate import errors for different symbols/models; no shared code-path bug is evident." + "reason": "Both are import errors, but for different missing symbols and different modules; they do not indicate the same underlying breakage." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Path-with-slash import warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "A local-path trailing-slash import warning is unrelated to a SigLIP2 implementation discrepancy against JAX." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync issue and Qwen3.5 hidden-states bug are distinct generation behaviors." + "reason": "Generation kwargs syncing after sync_gpus is a different bug from Qwen3.5 output_hidden_states handling." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression is not the same as SigLIP2 JAX-vs-HF discrepancy." + "reason": "Custom processor.tokenizer access regression is unrelated to the SigLIP2 model-vs-JAX discrepancy." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve weights and vocabulary/tie behavior, but one is serialization inconsistency and the other is LoRA merge collapse. Different bugs." + "reason": "They both mention tied weights, but one is serialization inconsistency by device and the other is LoRA merge collapse with extended vocab; too different to treat as the same bug." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation example errors and return_tensors being ignored are unrelated." + "reason": "A broken SigLIP2 docs example is unrelated to return_tensors being ignored when text_kwargs is explicitly passed." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one is incorrect assistant masks for multimodal inputs and the other is a crash on tool-call messages without content." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs CI failure in a stale device override test. Not a duplicate." + "reason": "BigBird tokenizer special-token registration bug and a stale CI test in GraniteSpeech are unrelated." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Wrong vision_position_ids for qwen2.5-vl video input is unrelated to FP8 inference failure on B200." + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are separate behaviors." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization during resize are different tokenizer/model weight issues." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Dtype drift during evaluate and inefficient Qwen3 MoE training memory use are different problems." + "reason": "Embedding dtype drift between train/eval is not the same as Qwen3 MoE memory inefficiency." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU-device placement bug in XLNet positional encoding is unrelated to a training-loss double-shift bug." + "reason": "XLNet CPU allocation bug and CohereASR training-loss double-shift bug are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3MoE and a Qwen2_5_VL import error do not share the same root cause." + "reason": "Qwen3Moe FP8 failure and a Qwen2_5_VL import error are different failures in different components." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIPTextModel structure inconsistency." + "reason": "An import error for Qwen2_5_VLForConditionalGeneration is unrelated to DeepSeek tokenizer detokenization regression." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Importing a missing Qwen2_5_VL class and incorrect detokenization in DeepSeek-Coder are unrelated." + "reason": "Silent corruption of non-persistent buffers during from_pretrained is a different bug from CLIP text model structural inconsistency." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Tokenizer/model loading failure with gguf_file is not the same as stale config dtype after from_config(dtype=...)." + "reason": "GGUF loading failures in from_pretrained are unrelated to from_config(dtype=...) leaving config.dtype stale." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they are model-specific load failures for different configs; not enough evidence of one underlying bug." + "reason": "Both are pad_token_id attribute errors, but they affect different model configs and likely different missing-config paths; not enough evidence of one shared bug." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and video batch-shape handling are different processor bugs." + "reason": "Audio chat-template sampling-rate defaulting and batched video shape errors are different processor bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failure are different tokenizer/model issues." + "reason": "AutoTokenizer loading failure for FastSpeech2Conformer is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4 multimodal issues, but one is a missing zeros default for mm_token_type_ids and the other is unsafe dtype casting in quantized embedders." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed janus image-generation test and a stale paged-generate warning are not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "These both touch Gemma4 multimodal processing, but one concerns token type defaults for fine-tuning while the other is a 4-bit quantization dtype-cast bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure are unrelated." } ] }, @@ -9255,7 +9223,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 30, "review_unit_count": 61, "status": "reviewed", @@ -9272,15 +9240,18 @@ "issue:37428", "issue:38175", "issue:41720", + "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:43827", "issue:43901", "issue:43931", @@ -9290,7 +9261,7 @@ "issue:44561", "issue:44610", "issue:44743", - "issue:44792", + "issue:44855", "issue:44857", "issue:44898", "issue:45083", @@ -9298,7 +9269,6 @@ "issue:45325", "issue:45412", "issue:45520", - "issue:45563", "issue:45584", "issue:45593", "issue:45759", @@ -9310,15 +9280,9 @@ "issue:46424", "issue:46512", "issue:46821", - "issue:46858", - "issue:46899", - "issue:46932" + "issue:46858" ], "soft_pairs": [ - "issue:45200|issue:46932", - "issue:44792|issue:45563", - "issue:45200|issue:46899", - "issue:43819|issue:44112", "issue:44898|issue:45412", "issue:43526|issue:46192", "issue:45200|issue:45325", @@ -9327,226 +9291,223 @@ "issue:43335|issue:43550", "issue:44561|issue:46234", "issue:43388|issue:43526", - "issue:44857|issue:45593", "issue:43819|issue:45083", + "issue:44857|issue:45593", "issue:44610|issue:44857", "issue:46424|issue:46858", "issue:45759|issue:46285", "issue:45520|issue:46170", - "issue:43606|issue:45083", "issue:46512|issue:46821", + "issue:43606|issue:45083", "issue:44206|issue:45584", "issue:38175|issue:45412", "issue:43335|issue:43653", "issue:37428|issue:43425", - "issue:43550|issue:44112", "issue:29942|issue:32090", + "issue:43550|issue:44112", "issue:28282|issue:33357", "issue:43611|issue:43931", - "issue:44448|issue:44743" + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "e961155c6b2d15856b65cfd48bda0e33471af7ec9298881509a26f8ef9cd7b76", + "prepared_review_unit_hash": "8097215f3680fd54850a80440d9c8c616267c0e9980554dacb978fd6b5af23fa", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36683, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "soft_pair_count": 28, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated issues, with only a small Gemma4 quantization-related subgroup. None of the soft pairs look like the same underlying bug/change, so I reject all soft edges.", - "confidence": 0.29, - "canonical_issue_reason": "issue:46899 is the clearest, most concrete bug report in the only closely related subgroup (Gemma4 multimodal quantization). It describes an actionable failing code path more directly than the neighboring Gemma4 items.", + "summary": "These look like a noisy mix of unrelated Transformers issues, not a duplicate cluster. The soft pairs mostly share broad themes like v5 regressions, model loading, or model-specific failures, but not the same underlying bug or mergeable fix.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44561 is the best representative because it is a concrete, broadly impactful v5 compatibility regression tied to a specific removed utility and affects trust_remote_code models; among the set, it is one of the most central API-breakage reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46899 is the best representative issue here because it is specific, reproducible, and tightly scoped; the other items are either different bugs or broader/less directly actionable.", + "best_issue_reason": "issue:44561 is the most broadly representative and actionable issue in the set, with a clear runtime regression and wider compatibility impact than the narrower model- or docs-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45200", - "right": "issue:46932", - "accept": false, - "reason": "Different bugs: mm_token_type_ids defaults for text-only fine-tuning vs quantized vision/audio embedder dtype casting." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Different failures: janus image generation test vs stale num_return_sequences warning in paged generate()." - }, - { - "left": "issue:45200", - "right": "issue:46899", - "accept": false, - "reason": "Different bugs in the same model family, but one is about token type ids and the other about 4-bit multimodal embedder casting." - }, - { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "Different code paths: DAC latent forward mismatch vs GraniteSpeech stale device-override CI test." - }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different subsystems: Perceiver resolution handling vs RT-DETR memory release/GC." + "reason": "Different model families and failure modes: Perceiver resolution handling vs RT-DETR memory cleanup." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs return_tensors being ignored with explicit text_kwargs." + "reason": "Unrelated bugs in different code paths: BEiT label reduction vs processor argument handling." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different multimodal bugs: Gemma4 token-type defaults vs Qwen2.5-VL rope index scaling." + "reason": "Different multimodal config bugs: defaulting mm_token_type_ids vs rope index scaling for video/image positions." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline behaviors and are not the same change." + "reason": "Both are docs-related, but they target different pages and different API changes; not the same bug/change." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware/model failures: Qwen3 auto device mapping cudaErrorAssert vs FP8 inference failure on B200." + "reason": "Different hardware/runtime failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different problems in different models: SwitchTransformers sparse layer construction vs Bamba torch.compile SDPA failure." + "reason": "Separate model-specific defects: SwitchTransformers config construction vs Bamba torch.compile/SDPA failure." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different missing-helper/import problems; same utility module does not make them the same bug." + "reason": "Both concern missing utilities in import_utils, but they are distinct symbols and distinct breakages." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-handling bugs in different components and failure modes." + "reason": "Different utilities and symptoms: gather_for_metrics batch truncation vs BEiT image processor label reduction." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Different object-detection issues: AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + "reason": "Both involve helper functions, but they affect different models and different logic paths." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Different models and failure modes: DAC latent mismatch vs qwen3_omni_moe length helper behavior." + "reason": "Different detection-model losses and different root causes; not the same underlying bug." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different bugs: OmDet-Turbo preprocessing size mismatch vs LwDetrImageLoss AMP crash." + "reason": "Input-size mismatch in OmDet-Turbo vs AMP/CUDA crash in LwDetrImageLoss are unrelated." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both touch cache internals, but one is max_cache_length semantics and the other is a device-tensor seq_length arithmetic bug." + "reason": "Both are cache-related, but one is a config option bug and the other is a device-tensor length arithmetic bug." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different model-loading regressions: composite Qwen config unwrapping vs CLIPTextModel structure change." + "reason": "Different composite-model loading issues: unwrapping text_config vs CLIP text model structure inconsistency." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different import/platform issues: flash_attn lookup on Python 3.13 vs Windows/ROCm torch.distributed dependency problem." + "reason": "Both are import/dependency problems, but on different platforms and with different causes: flash_attn key vs torch.distributed on Windows ROCm." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Different bugs: CPU offload device mismatch in Bark vs qwen3_omni_moe feature-length helper behavior." + "reason": "Different configuration/state bugs: stale dtype after from_config vs missing window_size support." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Different issues: stale config dtype after from_config vs TimesFM window_size AttributeError." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different regressions in unrelated components: feature extractor center arg vs Whisper empty transcription handling." + "reason": "Different regressions: feature extractor center argument crash vs Whisper empty transcription after special-token alignment." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different issues: unexpected zero probabilities in SigLIP2 vs RT-DETR memory not released." + "reason": "Separate symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory release." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer creation vs BigBirdTokenizer special-token registration." + "reason": "Different bugs in different components: SwitchTransformers sparse layer creation vs BigBirdTokenizer special-token registration." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "One is a missing flash-attention helper import; the other is broad Torch 2.10 incompatibility." + "reason": "Both mention version incompatibility, but one is a missing private helper import and the other is a broader torch 2.10 incompatibility report." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Different code paths and symptoms: Bamba torch.compile/SDPA failure vs GraniteSpeech CI stale device override test." + "reason": "Different failures in unrelated areas: Flash Attention 2 tests vs Trainer GPU broadcast NoneType error." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Different failures: Flash Attention 2 test breakage vs Trainer broadcast TypeError on NoneType." + "reason": "One is a runtime model/compile bug, the other is a CI test flake from stale device override; not the same issue." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different environments and bugs: AutoModel/PyTorch missing import vs MacOS bus error on community CLIP model." + "reason": "PyTorch missing import error on setup vs MacOS bus error with CLIP; no shared underlying bug." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Different model-loading regressions: base_model_prefix breakage vs Qwen3-VL weight-shape mismatch." + "reason": "Both are model-loading problems, but they stem from different model architectures and incompatible checkpoints, not one shared defect." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/SwitchTransformers bugs with different legacy fields and config behavior." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 decorator parsing issue vs qwen3_omni_moe helper behavior; unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different bugs: output drift across v4/v5 for Pegasus vs recurrent state reset in qwen3_5 cache handling." + "reason": "Different model behavior regressions: Pegasus output drift across versions vs Qwen3_5 recurrent-state reset." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch during eval vs pipeline error-message wording; different layers and different fixes." } ] }, @@ -9560,7 +9521,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 31, "review_unit_count": 61, "status": "reviewed", @@ -9581,27 +9542,27 @@ "issue:37428", "issue:39692", "issue:42490", - "issue:43278", "issue:43335", - "issue:43504", "issue:43526", + "issue:43575", "issue:43606", "issue:43701", "issue:43720", "issue:43819", - "issue:43825", "issue:43854", "issue:44112", "issue:44206", "issue:44351", + "issue:44360", "issue:44448", "issue:44493", "issue:44514", "issue:44521", + "issue:44561", "issue:44617", "issue:44779", - "issue:44855", "issue:44857", + "issue:45072", "issue:45083", "issue:45127", "issue:45245", @@ -9620,23 +9581,20 @@ "issue:46697" ], "soft_pairs": [ - "issue:43335|issue:43504", - "issue:44855|issue:45083", - "issue:43278|issue:43825", - "issue:29127|issue:32090", - "issue:43720|issue:44112", - "issue:43335|issue:45083", "issue:37428|issue:44351", - "issue:43335|issue:45593", + "issue:43335|issue:45083", + "issue:29127|issue:32090", "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:43720|issue:44112", "issue:44514|issue:44521", "issue:45290|issue:46326", "issue:34689|issue:35141", "issue:45588|issue:45859", "issue:42490|issue:43854", "issue:46431|issue:46566", - "issue:45310|issue:45478", "issue:45127|issue:45245", + "issue:45310|issue:45478", "issue:44448|issue:44779", "issue:43819|issue:44493", "issue:39692|issue:43526", @@ -9648,210 +9606,219 @@ "issue:43701|issue:45083", "issue:39692|issue:44493", "issue:44206|issue:45823", - "issue:32090|issue:33357" + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:44360|issue:44561" ], - "prepared_review_unit_hash": "b97a8e6b3173156e5cbcaa14633dc3c99a624a1a8ea6b33cb8b37efd9ed47f42", + "prepared_review_unit_hash": "4a39681ea45ef9157c38c9ef46cc48940a212c59f12a0f4f5dc8d8bd6fd3d250", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36595, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "serialized_chars": 36457, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not look like one duplicate family. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained error reports; most other soft edges are just broad subsystem overlap or shared regression themes, not the same concrete bug.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the best canonical anchor because it is the earlier, clearer report of the exact same Qwen3.5 MoE from_pretrained failure; issue:45478 repeats the same title and appears to be a later duplicate.", + "summary": "This cluster is largely heterogeneous: most pairs are only superficially similar (same subsystem or keyword overlap) but describe different bugs. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression (45310/45478).", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the clearest canonical because issue:45478 has the same title and appears to be the same Qwen3.5 MoE from_pretrained failure report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue to keep as the representative bug report among the items because it has the clearest duplicate counterpart and a precise, concrete failure description.", + "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair; the rest of the cluster is unrelated noise.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Different models and failures: SwitchTransformers config bug versus BEiT legacy-field load failure." + "reason": "Both are import-related breakages, but they are different missing symbols in different modules and do not look like the same fix." }, { - "left": "issue:44855", + "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Unrelated bugs: a Python import/IndentationError versus a qwen3_omni_moe helper-function behavior issue." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Different code paths and symptoms: dtype drift in evaluate versus an incorrect pipeline error message." + "reason": "Different model bugs: sparse-layer construction in SwitchTransformers vs a helper-lengths behavior issue in qwen3_omni_moe." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "One is a LayoutLMv3 error-message clarity issue; the other is a Trainer/NCCL broadcast type error." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "Different underlying problems: packed weights not unpacked during Accelerate loading versus a stale CI test in GraniteSpeech." + "reason": "Unrelated problems: LayoutLMv3 error-message clarity vs a Trainer GPU broadcast NoneType crash." }, { "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "No shared underlying bug; they concern different architectures and different failure modes." - }, - { - "left": "issue:37428", - "right": "issue:44351", + "right": "issue:44112", "accept": false, - "reason": "Both are import failures, but for different symbols and different modules, so they are not the same bug." + "reason": "Same broad area of model/runtime bugs, but the concrete failures and code paths are different." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different model/config issues: sparse-layer config creation versus auxiliary-loss behavior when denoising is off." + "reason": "Different model-specific logic bugs with no clear shared underlying defect." }, { - "left": "issue:43335", + "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "No evidence they share the same code path; one is config construction, the other is a CI override regression." + "reason": "BitNet packed-weight loading vs a GraniteSpeech CI device override issue are separate failures." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve Qwen2.5 VL chat templating, but one is a padding-related crash and the other is incorrect assistant masks; not the same concrete bug." + "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is zero assistant masks; not clearly the same bug." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both are chat-template related, but they target different tokenizer features and different failure modes." + "reason": "Both touch chat templating, but one is a tool-call/no-content crash and the other is continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different problems: model loading regression for Llama 3.2 Vision versus embedding reinitialization after resizing." + "reason": "Model-loading breakage and embedding reinitialization are distinct issues." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different subsystems and failures: flash_attention integration attribute error versus CPU-offload incompatibility in a rotary embedding implementation." + "reason": "Different components and failure modes: flash_attention sink handling vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Both involve loading behavior, but the local-path import warning and the GLM-4.7-Flash unit-test load failure are not the same bug." + "reason": "A trailing-slash import warning is not the same as failing to load GLM-4.7-Flash in tests." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Chat-template absence and meta-device loading are unrelated issues." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same Qwen3.5 MoE from_pretrained error; the titles match and the later issue appears to be a duplicate report." + "reason": "Missing chat template vs weights staying on meta with device_map=auto are unrelated loader problems." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Different failures: LoRA merge collapse with tied embeddings versus a category-count runtime limit." + "reason": "Extended-vocabulary LoRA collapse and category-count overflow are unrelated bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports of the same Qwen3.5 MoE from_pretrained error; same title and same failure mode." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness; not the same bug." + "reason": "Different tokenizer/model output regressions for different models and symptoms." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different code paths: DAC from_latents mismatch versus unexpected position-id keys across models." + "reason": "DAC latent/STE mismatch and unexpected position-id keys are separate issues." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example errors are not the same issue as BeitImageProcessorFast reduce_labels returning the wrong shape/result." + "reason": "Documentation example errors and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different runtime failures in different models/components: CPU-offload device mismatch versus AMP/CUDA loss crash." + "reason": "CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss are different code paths." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both mention training startup/resume, but one is a checkpoint-resume iterator failure and the other is a FineWeb training start problem; too vague to merge." + "reason": "Resume-from-checkpoint epoch-iterator failure is not the same as FineWeb SLM training not starting." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer GPU broadcast NoneType error." + "reason": "Tokenizer extra-space behavior and Trainer GPU broadcast NoneType crash are unrelated." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking and a missing import_utils helper are unrelated issues." + "reason": "Tokenizer protobuf error handling and a missing import_utils availability helper are different issues." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are unrelated." + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Resume-from-checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Resume-from-checkpoint key mismatch and qwen3_omni_moe feature-length behavior are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation issues and unexpected position-id keys do not share the same underlying defect." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different failures in different models: unsupported feature-extractor arg versus device-map forward mismatch." + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "A NoneType GPU broadcast error and a MacOS bus error in CLIP loading are not the same underlying bug." + "reason": "A NoneType GPU broadcast error is unrelated to the MacOS bus error on CLIP model loading." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tp OOM are different failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP crash in a loss module and dtype mismatches in inference are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion and trust_remote_code breakage from removed helper are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The representative/canonical choice for issue:45310 over issue:45478 is supported by identical titles and earlier creation time, and the cluster summary stays conservative by treating the rest as non-duplicates unless they clearly share the same concrete bug. No overstatement stands out." + "feedback": "The assessment is grounded in the packet: the only accepted soft pair is the exact-title duplicate 45310/45478, and the remaining verdicts stay conservative by distinguishing clearly different failure modes despite superficial keyword overlap. No unsupported mergeability claims or overstatements stand out." }, "evaluator_used": true, "retried": false, @@ -9862,7 +9829,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 32, "review_unit_count": 61, "status": "reviewed", @@ -9896,21 +9863,22 @@ "issue:43873", "issue:43927", "issue:43976", - "issue:44360", "issue:44448", "issue:44466", "issue:44493", "issue:44561", + "issue:44568", "issue:44779", "issue:44855", "issue:44857", + "issue:44871", "issue:44977", - "issue:45072", "issue:45083", "issue:45229", "issue:45290", "issue:45381", "issue:45440", + "issue:45491", "issue:45588", "issue:45698", "issue:45920", @@ -9921,16 +9889,13 @@ "issue:46858" ], "soft_pairs": [ - "issue:42490|issue:43575", - "issue:44360|issue:44561", - "issue:44857|issue:45072", "issue:43550|issue:45083", "issue:27957|issue:34689", "issue:29942|issue:35141", "issue:38175|issue:44493", "issue:29870|issue:32090", - "issue:44448|issue:44977", "issue:43278|issue:43329", + "issue:44448|issue:44977", "issue:45920|issue:46192", "issue:45290|issue:45381", "issue:10000|issue:15354", @@ -9950,216 +9915,237 @@ "issue:43873|issue:45229", "issue:25251|issue:32090", "issue:43976|issue:45440", - "issue:42490|issue:43873" + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:43278|issue:43575", + "issue:44871|issue:44977" ], - "prepared_review_unit_hash": "dd52108c39aeaa880081bdf8638eaa2926a922b44630661e2fb5d03d277037f2", + "prepared_review_unit_hash": "fa7dd04e8e8ee740388812340f3e97272bde4e5ff5b80c17ad90d0342faa52e6", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36350, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "serialized_chars": 37078, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives from broad semantic similarity: they mention shared themes like loading, generation, Flash Attention, dtype, or compile issues, but they point to different models, different code paths, or different failure modes. I would not merge any of these pairs as duplicates.", + "summary": "This cluster is highly heterogeneous: the candidate edges link unrelated bugs across models, tokenizers, flash-attention, caching, save/load, and training. I would not merge any of the soft pairs as duplicates. If a single issue must represent the cluster, issue 43873 is the most active/open thread, but the set does not form a coherent duplicate group.", "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: this set is heterogeneous and the apparent matches are not the same underlying bug.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a safe representative for the cluster; the items span unrelated regressions and model-specific failures.", + "best_issue_reason": "issue:43873 is the most active open issue with inbound references, so it is the best single representative if one must be chosen; however, it is not a true canonical duplicate for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42490", - "right": "issue:43575", - "accept": false, - "reason": "Both involve loading, but one is a local path trailing-slash warning and the other is a tensor-parallel OOM on a specific Qwen model; different failures and fixes." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to removal of `is_torch_fx_available` and `trust_remote_code` breakage." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype/AMP-style failures, but one is a loss crash on CUDA fp16 and the other is a bfloat16 inference mismatch in different models; not the same bug." - }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "`torch.compile`/SDPA on Bamba-9B-v2 is a model/runtime bug; `_get_feat_extract_output_lengths` in qwen3_omni_moe is a separate helper-function behavior issue." + "reason": "Different subsystems: torch.compile/SDPA vs a qwen3_omni_moe helper bug." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Both concern model loading/attention support, but they are different models with different compatibility problems." + "reason": "Unrelated problems: Flash Attention 2 support for XLMRoberta vs a Llama 3.2 Vision model-loading regression." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention test failures are unrelated to token-embedding resizing and `post_init` reinitialization." + "reason": "Flash Attention 2 test failures are not the same as post_init reinitializing embeddings after resize." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is a model-specific output issue; unexpected position-id keys is a different serialization/config problem." + "reason": "Zero probabilities in SigLIP2 is unrelated to unexpected position-id keys in model configs." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART `generate()` decoder mask bug and Trainer `_gpu_broadcast_one` NoneType error are separate runtime paths." + "reason": "BART generate() decoder_attention_mask bug is distinct from Trainer GPU broadcast NoneType handling." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are different model regressions." + "reason": "Mixed precision dtype drift during eval is unrelated to undefined video-token helper variables." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to multimodal token counting bugs in the video branch." + "reason": "Pegasus v4/v5 output drift is a different bug from Qwen3.5 flash-attention generation failure." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "AutoTokenizer wrong token IDs is a tokenizer regression; `return_tensors` being ignored with explicit `text_kwargs` is an input-processing API bug." + "reason": "Tokenizer ID regression across multiple models is not the same as return_tensors being ignored with text_kwargs." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template crashes on tool-call assistant messages; the other is incorrect video `vision_position_ids` in Qwen2.5-VL." + "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": "German DistilBertModel and a GeneratorExp/torch.jit.script export error are unrelated model/export failures." + "reason": "DistilBert German model issue and torch.jit GeneratorExp export failure are different code paths." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation issue for Qwen3.5 is not the same as multi-GPU CUDA OOM for Gemma4 31B." + "reason": "Flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Decoder attention mask generation bug is unrelated to Adafactor/deepspeed OOM." + "reason": "Generation mask bug does not match deepspeed Adafactor OOM behavior." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "BF16/FP32 dtype drift in evaluate is unrelated to gradient checkpointing being unusable in eval mode." + "reason": "Eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 `IndentationError`/`torch.jit.script` parsing issue is unrelated to Qwen3.5 rotary-pos-emb registration failure." + "reason": "Python 3.13 decorator parsing/import error is not the same as a missing decorator in Qwen3.5 registration." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Custom token IDs lost after save/load causing generation IndexError is a different persistence bug from loading the wrong custom module after `save_pretrained`." + "reason": "Both involve save/load behavior, but one is config token IDs and the other is custom module resolution; different bugs." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat-template tool-call crash and SmolVLM video padding miscalculation affect different subsystems." + "reason": "Assistant tool-call chat-template crash is unrelated to SmolVLM video padding calculation." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and BeitImageProcessorFast label reduction bug are unrelated multimodal preprocessing issues." + "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Flash-support import regression and missing TensorFlow in a torch-only install are different packaging/import problems." + "reason": "Flash-attention import breakage is unrelated to missing tensorflow in the torch extra install." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "These are both crashes, but on different components: LwDetrImageLoss AMP/CUDA vs flash_attention integration with `s_aux=None`." + "reason": "LwDetr AMP crash and flash_attention.py s_aux=None crash are different failure modes." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and deepspeed Adafactor OOM are distinct training/runtime issues." + "reason": "Trainer broadcast NoneType error is not the same underlying issue as deepspeed Adafactor OOM." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Lazy cache initialization causing recompilation and `_prefill` seq-length device-tensor arithmetic are different cache/compile bugs." + "reason": "Both touch cache/compile, but one is spurious recompilation and the other is device-tensor slice arithmetic in _prefill." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of `is_torch_fx_available` breaks trust-remote-code models, while DeepSeek tokenizer regression is a separate tokenizer behavior change." + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are different v5 breakages." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Model output divergence across versions and inconsistent `lm_head.weight` serialization are both v5 regressions, but they concern different mechanisms and are not the same bug." + "reason": "Pegasus output mismatch and lm_head.weight serialization differ in symptom and code path." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are unrelated memory-management issues." + "reason": "Quantization/offloading problems are not the same as Gemma4 multi-GPU OOM." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline `top_k` nesting behavior and Trainer broadcast NoneType error are unrelated API/runtime bugs." + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast NoneType errors." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to native DeepseekV3MoE diverging from the remote implementation." + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote code." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43526", + "right": "issue:43575", + "accept": false, + "reason": "BeitImageProcessorFast label handling is unrelated to Qwen2-57B-A14B TP load OOM." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different bug classes: eos_token_id config mismatch vs flash-attention generation failure." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Related area but not duplicate: cache initialization recompilation vs cache seq-length tensor arithmetic." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different affected components: remote-code helper removal vs tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype change is unrelated to TP load OOM on a large Qwen model." + }, + { + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Local-path import warning and quantization offloading behavior are different loading/offload concerns with no shared code-path evidence." + "reason": "Tokenizer/config eos_token mismatch is not the same as flash-attention generation failure." } ] }, @@ -10173,7 +10159,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 33, "review_unit_count": 61, "status": "reviewed", @@ -10192,10 +10178,11 @@ "issue:34689", "issue:39692", "issue:41720", + "issue:42490", "issue:42915", "issue:42994", "issue:43065", - "issue:43278", + "issue:43066", "issue:43381", "issue:43412", "issue:43575", @@ -10209,10 +10196,9 @@ "issue:44265", "issue:44361", "issue:44442", + "issue:44462", "issue:44479", - "issue:44568", "issue:44743", - "issue:44871", "issue:44977", "issue:45198", "issue:45229", @@ -10225,6 +10211,7 @@ "issue:45491", "issue:45563", "issue:45588", + "issue:45593", "issue:45712", "issue:45803", "issue:45823", @@ -10232,13 +10219,10 @@ "issue:46693" ], "soft_pairs": [ - "issue:44568|issue:45491", - "issue:43278|issue:43575", - "issue:44871|issue:44977", "issue:43381|issue:43701", + "issue:33357|issue:39692", "issue:41720|issue:45229", "issue:45588|issue:45823", - "issue:33357|issue:39692", "issue:29127|issue:34567", "issue:44977|issue:45563", "issue:45198|issue:45803", @@ -10253,231 +10237,234 @@ "issue:43653|issue:44442", "issue:29942|issue:30064", "issue:44206|issue:44479", - "issue:45372|issue:45406", "issue:43412|issue:45588", "issue:45459|issue:45712", + "issue:45372|issue:45406", "issue:45491|issue:46693", "issue:44265|issue:45198", "issue:29127|issue:33357", "issue:43065|issue:43994", "issue:43065|issue:45412", "issue:45245|issue:45563", - "issue:43575|issue:43701" + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:42490|issue:43381" ], - "prepared_review_unit_hash": "8a94729b7886b94a8f6ff418a569b9ef4bd76d3a418c310ab3e1f52f6a9222cb", + "prepared_review_unit_hash": "516e587abf1b6f8dd4c01af481b89c0e0cd3d460d6f6c6def614f6f1a13e8468", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36562, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "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 that only share broad wording around model loading, generation, tokenizers, or attention. None of the suggested soft links look like true duplicates; they differ in model family, failing code path, or symptom.", - "confidence": 0.68, - "canonical_issue_reason": "issue:46693 is the most broadly scoped and currently active report in the set, with the clearest regression framing and enough detail to serve as an anchor issue, though the cluster itself is heterogeneous.", + "summary": "No soft duplicate pairs are convincing enough to accept; the set is highly heterogeneous and the overlaps are mostly broad subsystem similarity rather than the same concrete bug. I picked one broadly scoped loading/tokenizer regression as the issue representative.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44462 is a clear, user-facing core library regression with a concrete failure mode in the tokenizer loading path, making it a reasonable representative for this otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest standalone issue here: it is specific enough to reproduce, broad enough to represent a real regression class, and has the most obvious tracking value among the listed issues.", + "best_issue_reason": "issue:44462 is the strongest stand-in here because it describes a precise, broadly relevant loading bug rather than a model-specific or highly incidental failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Different failures: BOS/EOS token insertion for mdeberta-v3 vs Gemma3 NaN embeddings with mixed-length GPU batching." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "Unrelated bugs: BF16->FP32 dtype drift in eval vs tensor-parallel loading OOM for Qwen2-57B." - }, - { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Gemma eos_token_id config mismatch is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Gradient-checkpointing eval-mode behavior and resume-from-checkpoint key mismatch are unrelated bugs with different code paths and symptoms." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different code paths and symptoms." + "reason": "MacOS bus error with a community CLIP model is unrelated to SigLIP2 documentation/example errors and quantization failure." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both involve large-model inference, but one is a cudaErrorAssert on Qwen3 auto device mapping and the other is a CUDA OOM on Gemma4 multi-GPU." + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are different failure modes, likely different root causes." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention crash on s_aux=None is distinct from Gemma4 PLE device mismatch during forward." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error for a community CLIP model is not the same as SigLIP2 documentation/example errors." + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are separate runtime issues in different paths." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are unrelated issues." + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updates are unrelated concerns." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation breakage is unrelated to a stale warning in paged generate()." + "reason": "Qwen3.5 flash-attention generation failure and a stale paged-generate warning are not the same bug." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures and a bare-except swallowing errors in FuyuBatchFeature are different bugs." + "reason": "Wav2Vec2 save/tokenization failure and a bare-except bug in Fuyu tensor conversion are different issues despite both touching tokenization code." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer/model-specific problems." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash does not match the Wav2Vec2 save/tokenization bug." + "reason": "LayoutLMv2 NER/padding crashes do not match the Wav2Vec2 save/tokenization bug." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are separate components with different root causes." + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated model behaviors." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and rope-parameter JSON list type error are different failures." + "reason": "Base-model-prefix loading breakage and rope-validation list handling are separate configuration/loading bugs." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate decoder_attention_mask bug and Llama 3.2 Vision loading regression are unrelated." + "reason": "BART generate decoder_attention_mask initialization and Llama 3.2 model loading regression are different code paths and failures." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Both touch Gemma4, but one is an import error for ReasoningEffort during processor loading and the other is a flash_attention.py AttributeError on s_aux=None." + "reason": "ReasoningEffort import failure during Gemma 4 processor loading is unrelated to the flash-attention s_aux=None crash." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are different bugs." + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are both quantization-related but not the same concrete bug." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence from remote implementation are not the same issue." + "reason": "Smollm3 RoPE layer misconfiguration and DeepseekV3MoE divergence from remote implementation are different model correctness issues." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + "reason": "BigBird special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer problems." }, { "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": "Flash Attention 2 test failures and void segmentation map processing are different image/model pipeline bugs." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg crash in LasrFeatureExtractor is not the same as the Qwen video-input regression." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Both are Gemma4-related, but the first is a processor import/loading problem while the second is a missing _tokenizer attribute in transformers serve." + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video-input regression are unrelated regressions." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n export/training-guard and erfinv support issues are unrelated to the flash_attention s_aux=None crash." + "reason": "Gemma3n export guard/erfinv support and flash-attention s_aux crash are distinct failures." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer exception masking when protobuf is missing and leftover dummy classes in dummy_pt_objects are different maintenance bugs." + "reason": "Tokenizer error masking when protobuf is absent and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor loading import error and Gemma4Processor missing _tokenizer in serve are different bugs in different call paths." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "These are both FlashAttention/Gemma-adjacent, but one is a NaN-embedding correctness bug and the other is a long-context performance regression; not the same underlying defect." + "reason": "Gemma3 NaN embeddings on mixed-length batches and long-context FA2 performance regression are related to attention, but not the same bug." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization breakage." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP bus error on MacOS are unrelated." + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are completely different issues." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline outputs are different model issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline results do not share the same underlying bug." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy-layer cleanup is unrelated to RT-DETR memory not being released." + "reason": "A placeholder Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error and paged-generate stale warning are different bug classes." + "reason": "Category-count overflow and a stale paged-generate warning are unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B and resume_from_checkpoint key mismatch are unrelated." + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and resume_from_checkpoint key mismatch are different failure modes." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related, but they are different loading/configuration bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific correctness issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning for local paths ending with a slash and gradient-checkpointing eval-mode behavior are unrelated." } ] }, @@ -10491,7 +10478,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 34, "review_unit_count": 61, "status": "reviewed", @@ -10506,9 +10493,7 @@ "issue:33290", "issue:34689", "issue:35141", - "issue:42490", "issue:42915", - "issue:43066", "issue:43334", "issue:43381", "issue:43421", @@ -10526,20 +10511,22 @@ "issue:44279", "issue:44387", "issue:44442", - "issue:44462", "issue:44464", "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", "issue:45072", + "issue:45245", "issue:45250", "issue:45372", "issue:45381", "issue:45412", - "issue:45440", "issue:45459", "issue:45491", "issue:45584", "issue:45588", - "issue:45593", "issue:45600", "issue:45834", "issue:45859", @@ -10550,19 +10537,16 @@ "issue:46693" ], "soft_pairs": [ - "issue:43066|issue:44462", - "issue:45440|issue:45593", - "issue:45372|issue:45459", - "issue:42490|issue:43381", "issue:29127|issue:35141", + "issue:45372|issue:45459", "issue:43421|issue:45491", "issue:43994|issue:45412", "issue:45412|issue:46369", "issue:43575|issue:44387", "issue:44442|issue:45072", "issue:44464|issue:45584", - "issue:42915|issue:43931", "issue:43526|issue:45834", + "issue:42915|issue:43931", "issue:43824|issue:44279", "issue:43526|issue:46693", "issue:27957|issue:29127", @@ -10578,210 +10562,231 @@ "issue:43381|issue:43873", "issue:44514|issue:45381", "issue:43646|issue:44077", - "issue:43761|issue:45859" + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898" ], - "prepared_review_unit_hash": "9f918b078dd5f69f359e788795648790464e4debd3f2477ee1d8d0abd4ea2cd9", + "prepared_review_unit_hash": "3688a3d9d1cb5618fe1ebbfe14562c0e2ae1390254f89072922030b94d61f2d0", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35677, - "estimated_input_tokens": 8920, - "estimated_eval_tokens": 18096 + "serialized_chars": 35729, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a grab bag of unrelated Transformers issues with only superficial overlap in terms like Flash Attention, OOM, or loading errors, so I rejected all soft pairs as duplicates. If one issue must serve as the representative entry, 43873 is the strongest standalone report, but it is not a duplicate of the others.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43873 is the best standalone representative here: it is detailed, actively discussed, and has inbound references, but the overall set is not a true duplicate cluster.", + "summary": "These issues are mostly unrelated transformer bug reports that only share broad vocabulary (e.g. model family names, quantization, flash-attention). I found no pair that clearly describes the same underlying bug or change, so no soft-edge merges are justified.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy open report, so it is the best general anchor for this mixed cluster even though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the strongest combination of specificity, discussion activity, and external references, making it the most usable issue entry in this mixed set.", + "best_issue_reason": "issue:43873 is the most central-looking issue by activity and inbound references, and its title is generic enough to serve as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Different tokenizer bugs: v5 decoder-type mismatch vs AutoTokenizer ignoring repo tokenizer.json." - }, - { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Different model-specific failures: DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss behavior." + "reason": "Different subsystems and failure modes: LayoutLMv3 error messaging vs token-embedding reinitialization." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Import/dependency error vs tokenizer error masking; same area, but not the same underlying bug." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "Local-path import warning and eval-mode gradient checkpointing are unrelated." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 box-validation messaging and embedding reinitialization are different code paths." + "reason": "One is a mistral_common import failure; the other hides tokenizer decode errors when protobuf is missing." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor sync bug and Gemma3 NaNs are unrelated." + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings in sliding-window attention." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Different symptoms and models: wrong outputs vs memory not being released." + "reason": "SigLIP2 wrong outputs and RT-DETR memory reclamation are different code paths and symptoms." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but they affect different models and appear to be different bugs." + "reason": "Both mention memory, but one is a deletion/GC leak and the other is a load-time overflow for a different model." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth." + "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are distinct problems." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bf16 dtype mismatch are not the same issue." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling." + "reason": "Chunked generation with compiled forward is not the same as Whisper empty-transcription handling." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct bugs." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR long-input index error do not match." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "BEiT label reduction and Kosmos2.5 OCR index errors are different processor bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure differs from Qwen3-VL weight-shape mismatch." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific missing-class ImportError and a generic dependency issue are too different to merge." + "reason": "An import error for a specific class is not the same as a generic dependency issue." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Image-processor label handling and FA2 long-context regression are unrelated." + "reason": "Image-processor label reduction is unrelated to FA2 long-context performance regression." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support and LayoutLMv3 box-error clarity do not share the same underlying bug." + "reason": "Flash Attention support for XLM-Roberta is unrelated to LayoutLMv3 error clarity." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "FA2 support issue vs DeepSpeed+AdaFactor OOM are unrelated." + "reason": "Flash-attention support and DeepSpeed Adafactor OOM are different issues." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are generic Flash Attention 2 titles, but there is no concrete evidence they describe the same bug." + "reason": "Both are about Flash Attention 2, but the evidence is too thin to confirm the same underlying change or bug." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Different model families and failure modes: nonsensical outputs vs memory overflow." + "reason": "Different models and different failure mechanisms despite both involving loading/runtime issues." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer OOM and model-loading regression are unrelated." + "reason": "DeepSpeed Adafactor OOM is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer memory blowup and embedding reinitialization are different problems." + "reason": "Optimizer OOM and embedding reinitialization are separate bugs." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BEiT fast processor label reduction is unrelated to LayoutLMv2 tokenizer padding/NER crashes." + "reason": "BEiT label reduction and LayoutLMv2 tokenizer crashes are not the same defect." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and Qwen3-MoE sliding-window issues are different failures." + "reason": "Missing pad_token_id on Qwen3-VL config is unrelated to sliding_window behavior in Qwen3-MoE." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation TypeError and missing-decorator registration error are unrelated." + "reason": "A JSON list handling TypeError in rope validation is unrelated to a missing decorator for kernel registration." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention s_aux crash and Sam3LiteText auto-mapping cleanup are not the same bug." + "reason": "Flash-attention sink-less-model crash and stale auto_mappings references are different bugs." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Eval-mode gradient checkpointing and quantization/offloading behavior are different issues." + "reason": "Gradient checkpointing in eval mode and quantization offloading issues are different code paths." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL bugs, but batched chat-template padding and video vision_position_ids are distinct code paths." + "reason": "Batched chat-template padding crash is not the same as incorrect vision_position_ids in video input." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage and patchtsmixer post_init constraints are not the same concrete defect." + "reason": "Custom model initialization breakage and patchtsmixer post_init policy are not the same issue." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3.5 MoE CPU-offload incompatibility are unrelated." + "reason": "CLIPVisionModel hidden_states regression and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "A flash-attention generation issue is not the same as the categories-limit RuntimeError." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode token skipping are separate behaviors." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are different models and failures." + }, + { + "left": "issue:45459", + "right": "issue:45584", + "accept": false, + "reason": "Hidden tokenizer errors from protobuf handling are unrelated to Whisper empty transcription after token alignment." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing import and generic dependency issue are not the same underlying defect." + }, + { + "left": "issue:45412", + "right": "issue:45491", + "accept": false, + "reason": "RT-DETR memory leak and Gemma3 NaN embeddings from sliding-window attention are different problems." } ] }, @@ -10795,7 +10800,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 35, "review_unit_count": 61, "status": "reviewed", @@ -10809,6 +10814,7 @@ "issue:29870", "issue:42175", "issue:42490", + "issue:42907", "issue:43232", "issue:43262", "issue:43316", @@ -10816,6 +10822,7 @@ "issue:43493", "issue:43525", "issue:43643", + "issue:43701", "issue:43720", "issue:43749", "issue:43761", @@ -10832,32 +10839,27 @@ "issue:44479", "issue:44496", "issue:44743", - "issue:44811", "issue:44855", "issue:44871", - "issue:44898", "issue:44913", - "issue:44977", "issue:44987", "issue:45003", "issue:45137", "issue:45216", - "issue:45245", "issue:45325", "issue:45440", + "issue:45698", "issue:45759", "issue:45803", "issue:45907", "issue:46178", "issue:46234", + "issue:46506", "issue:46697", "issue:46829", "issue:46932" ], "soft_pairs": [ - "issue:44977|issue:45245", - "issue:44743|issue:44811", - "issue:44442|issue:44898", "issue:43262|issue:44206", "issue:42490|issue:44743", "issue:45003|issue:45440", @@ -10874,199 +10876,201 @@ "issue:43643|issue:44913", "issue:43749|issue:43931", "issue:43316|issue:45759", - "issue:44190|issue:44496", "issue:46829|issue:46932", + "issue:44190|issue:44496", "issue:44987|issue:46178", "issue:43761|issue:44188", "issue:44442|issue:45803", "issue:43761|issue:44079", "issue:43931|issue:45216", - "issue:43232|issue:43388" + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42907|issue:45698" ], - "prepared_review_unit_hash": "28fda421d669eb707715e7ea3eb7689eff203bb3765afe84264bb31e23c02b3f", + "prepared_review_unit_hash": "db36ae5feb084e106b2712641857d4fe2b5cbd09a3dc9f90ce3ea1df50ab1775", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36183, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "soft_pair_count": 26, + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated bugs across different models, generation paths, loading code, and docs/backend issues. None of the soft pairs looks like the same underlying defect, so I would not collapse any of them as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 43873 is the most active open bug in the set and the best available representative, even though the cluster itself does not form a true duplicate group.", + "summary": "Mostly unrelated bug reports spanning different models, loaders, processors, and utilities. None of the soft-similarity pairs look like the same underlying issue or a mergeable duplicate PR.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the strongest representative: it has the most discussion/inbound references and describes a broad, clearly actionable save/load regression affecting custom modules.", "canonical_pr_reason": null, - "best_issue_reason": "43873 has the strongest ongoing signal (open, high discussion, inbound references) and is the most suitable issue to keep as the placeholder canonical record.", + "best_issue_reason": "issue:45698 is the best global issue choice because it is active, well-scoped, and broadly relevant to model loading behavior rather than a narrowly model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44977", - "right": "issue:45245", - "accept": false, - "reason": "Flash-attention generation failure and a save_pretrained checkpoint regression are different bugs with different code paths." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Recurrent-state reset with cache is unrelated to Whisper batch_decode skipping special tokens." - }, - { - "left": "issue:44442", - "right": "issue:44898", - "accept": false, - "reason": "Tokenizer loading failure and Perceiver image interpolation failure affect different subsystems." - }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and a feature extractor argument crash are separate issues." + "reason": "Different failure modes in different audio/image preprocessing paths; no shared bug mechanism." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path trailing-slash import warning is not the same as the cache/recurrent-state bug." + "reason": "Local-path import warning is unrelated to recurrent-state reset in modular Qwen code." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different problems in different areas." + "reason": "Unsafe sys.modules access is not the same as DeepSeekV3MoE implementation divergence." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech tokenizer loading failure do not share the same code path." + "reason": "BitNet packed-weight loading and tokenizer loading failure are separate code paths." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Missing tensorflow backend in extras and a missing import_utils availability helper are distinct packaging/API issues." + "reason": "Backend packaging omission and missing import_utils symbol are unrelated packaging/import issues." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate decoder_attention_mask assignment are unrelated." + "reason": "Flash Attention support for XLM-Roberta is unrelated to BART generation mask initialization." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are different config-level bugs." + "reason": "Both are config-related, but they concern different models and different missing fields." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a docs reference to pipeline() are not the same change." + "reason": "Model implementation parity issue vs documentation reference cleanup; not the same bug." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Token conversion bug and hub API forwarding bug are different utilities with different fixes." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init validation and Qwen video-input regression are different model-specific problems." + "reason": "PatchTSMixer post_init policy and video-input regression are unrelated model-specific problems." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are separate preprocessing/positioning bugs." + "reason": "RoPE temporal \u0564\u056b\u0580 handling in Qwen VL is unrelated to Swin2SR over-padding." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading failure and Gemma-3 eos_token_id inconsistency are unrelated." + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are distinct issues." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are different failure modes." + "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are unrelated runtime failures." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code field loss and GPTNeoX rotary_pct reload fallback are different serialization/config bugs." + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression affect different config machinery." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL weight-shape mismatch are not the same issue." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are separate loading problems." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Local dataset loading in a training script and an unrecognized model config error are unrelated." + "reason": "Gemma3TextConfig API discrepancy and Qwen composite-config unwrap bug are not the same behavior." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden_states output bug and Gemma4 quantized embedder dtype casting are different model paths." + "reason": "VideoPrism output-field bug and Gemma4 quantized embedder dtype casting are unrelated model changes." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure and unrecognized model config error do not share a concrete cause." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model loading failure for a specific repo and tensorflow_text backend mapping are unrelated problems." + "reason": "Model loading failure for one repo and backend mapping error for tensorflow_text are different root causes." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and torch.compile attention-kernel divergence are different bugs." + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are separate code paths." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "FastSpeech2 tokenizer loading and Fuyu batch feature exception handling are unrelated." + "reason": "Tokenizer class loading failure is unrelated to Fuyu's broad except swallowing errors." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIP hidden_states regression and ModelOutput None-key assignment are not the same underlying defect." + "reason": "Missing hidden_states output and ModelOutput key assignment bug are different output-handling defects." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL loading shape mismatch and Qwen3.5 save_pretrained regression are separate issues at different stages." + "reason": "Shape mismatch while loading a model and incorrect save_pretrained checkpoint serialization are not the same bug." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwarg handling after sync_gpus and gather_for_metrics label trimming are unrelated code paths." + "reason": "Generation kwargs update bug and metrics label truncation are separate trainer/generation behaviors." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated training/runtime issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module are different save/load regressions." } ] }, @@ -11080,7 +11084,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 36, "review_unit_count": 61, "status": "reviewed", @@ -11098,7 +11102,6 @@ "issue:32090", "issue:42175", "issue:42617", - "issue:42907", "issue:43295", "issue:43316", "issue:43404", @@ -11112,6 +11115,7 @@ "issue:43701", "issue:43716", "issue:43742", + "issue:43761", "issue:43825", "issue:44077", "issue:44162", @@ -11123,9 +11127,9 @@ "issue:44792", "issue:44871", "issue:44913", + "issue:45542", "issue:45584", "issue:45632", - "issue:45698", "issue:45803", "issue:46050", "issue:46170", @@ -11136,12 +11140,10 @@ "issue:46369", "issue:46421", "issue:46424", - "issue:46506", - "issue:46894" + "issue:46894", + "issue:46932" ], "soft_pairs": [ - "issue:43701|issue:46506", - "issue:42907|issue:45698", "issue:42617|issue:43575", "issue:27957|issue:32090", "issue:43575|issue:43742", @@ -11152,8 +11154,8 @@ "issue:43295|issue:43825", "issue:16998|issue:22355", "issue:43295|issue:44871", - "issue:44464|issue:46421", "issue:44871|issue:45584", + "issue:44464|issue:46421", "issue:43316|issue:43716", "issue:42175|issue:43316", "issue:44077|issue:44534", @@ -11167,204 +11169,206 @@ "issue:45632|issue:46424", "issue:45803|issue:46170", "issue:43650|issue:46202", - "issue:44610|issue:46369" + "issue:44610|issue:46369", + "issue:43761|issue:46932", + "issue:45542|issue:46234" ], - "prepared_review_unit_hash": "f52e09d5fb9164115067c3e57d1b5af581d35b16ea7dd73b56a446bfff737208", + "prepared_review_unit_hash": "0b87a04bc1c8d038a1e0549fe2d18d08cc762a764d6e36baaa3b92b2ea47c864", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35731, - "estimated_input_tokens": 8933, - "estimated_eval_tokens": 18122 + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "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 issues; the soft-similarity links are generally too weak to be true duplicates. I\u2019d treat issue 45698 as the best hub candidate only because it is the broadest active custom-module loading regression, not because it matches the rest closely.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45698 is the broadest, most active open report here (custom module loading after save_pretrained/from_pretrained) and is the closest thing to a hub for nearby reports.", + "summary": "This cluster is heterogeneous; the soft pairs describe different bugs or feature requests across unrelated code paths, so no duplicate edges should be accepted.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43825 is the clearest self-contained, user-facing bug with the strongest discussion/reference signal, so it is the best representative issue in this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the strongest triage anchor: actionable, recently active, and centered on a core loading path that could plausibly gather related custom-model reports.", + "best_issue_reason": "issue:43825 is the most actionable and well-scoped issue here, with a concrete failure mode and external references, making it the strongest issue candidate overall.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43701", - "right": "issue:46506", - "accept": false, - "reason": "Checkpoint-key mismatch in training resume is unrelated to PPDocLayoutV3 CPU/CUDA output divergence." - }, - { - "left": "issue:42907", - "right": "issue:45698", - "accept": false, - "reason": "Both involve save/load, but one is dequantized-model saving and the other is custom-module resolution after reload." - }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different failures: running 3d_parallel.py vs Qwen2 tensor-parallel OOM." + "reason": "Different problems: a 3D parallel script failure vs model loading OOM on a specific Qwen checkpoint." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention support issue for XLMRoberta is unrelated to the Trainer NoneType broadcast error." + "reason": "FlashAttention support for XLM-R is unrelated to a Trainer broadcast NoneType error." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel load is not the same bug as a KeyError while loading MobileLLM-125M." + "reason": "One is a load/OOM report; the other is a key error while loading MobileLLM." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure and resume-from-checkpoint key mismatch affect different code paths." + "reason": "torch.compile/SDPA failure is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key-name mismatch." + "reason": "CPU offload device mismatch and checkpoint key mismatch are different code paths." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output shape regression is unrelated to missing PyTorch import in AutoModel." + "reason": "Pipeline top_k nesting bug is unrelated to a missing PyTorch import error." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing helper symbol in import_utils and kernels dependency-version validation are different import-time problems." + "reason": "Missing import_utils symbol and kernels dependency/version validation are distinct import issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression and a pipeline error-message/support regression are distinct v5 issues." + "reason": "Custom processor/tokenizer regression is unrelated to an incorrect pipeline translation error message." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length behavior for DeBERTa-V3 has nothing to do with a missing transformers.onnx module." + "reason": "model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Both touch config regression, but one is processor.tokenizer access and the other is eos_token_id mismatch in Gemma." + "reason": "Processor/tokenizer regression and Gemma eos_token configuration are separate bugs." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as lazy cache initialization causing recompilation." + "reason": "Gemma eos_token mismatch is unrelated to Whisper empty-transcription handling." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription behavior are different model-specific token handling bugs." + "reason": "Both mention chunked generation/caching, but they target different failures: incorrect outputs vs spurious recompilation." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 dtype mismatch are unrelated model-specific issues." + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 dtype mismatch in image preprocessing." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging/backend install behavior is unrelated to a Gemma3TextConfig API discrepancy." + "reason": "Packaging/backend extras issue is unrelated to a config API discrepancy." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init deprecation and non-persistent buffer junk values are different initialization problems." + "reason": "Optional post_init enforcement and non-persistent buffer corruption are different model initialization bugs." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Token ID config mismatch and quantized save/load breakage are separate serialization issues." + "reason": "Gemma eos_token configuration does not match the sinq save/load quantization regression." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload loss are not the same underlying bug." + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload behavior are unrelated." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing interrupts in tensor conversion is unrelated to importing Trainer being blocked by datasets." + "reason": "Bare except swallowing errors in Fuyu is unrelated to importing Trainer after uninstalling datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 regression and janus generate-images test failure are different model-specific failures." + "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file argument handling and missing model_type config validation are both load-path issues but not the same bug." + "reason": "gguf_file loading failures are different from an unrecognized model/config.json error." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "These are both loss-related, but they concern different models and different loss-calculation mistakes, so they should not be merged." + "reason": "Load balancing loss omission in MoE is unrelated to a training-loss double-shift bug in CohereASR." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Untied lm_head weights and FlashAttention failures are distinct Mistral-family issues with different code paths." + "reason": "Weight tying in Mistral3ForConditionalGeneration is separate from a FlashAttention failure in Ministral-3." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models is unrelated to max_cache_length semantics." + "reason": "Cache path collision for remote code and max_cache_length handling are unrelated cache issues." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "A bare except in Fuyu batch conversion is unrelated to Windows ROCm/torch.distributed import errors." + "reason": "Bare except in Fuyu and Windows/ROCm import dependency problems are not the same bug." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "ADD THE DATA is non-technical noise and not a duplicate of the Gemma pipeline roundtrip bug." + "reason": "Placeholder issue with no substantive bug is unrelated to Gemma pipeline roundtrip failure." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and sam3-litetext memory overflow are different model/runtime issues." + "reason": "OmDet-Turbo input size mismatch and sam3-litetext memory overflow are different failures." + }, + { + "left": "issue:43761", + "right": "issue:46932", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend packaging problem is unrelated to a missing utility function in import_utils." } ] }, @@ -11378,7 +11382,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 37, "review_unit_count": 61, "status": "reviewed", @@ -11402,9 +11406,10 @@ "issue:43572", "issue:43673", "issue:43688", - "issue:43761", "issue:43827", + "issue:43931", "issue:43994", + "issue:44060", "issue:44190", "issue:44514", "issue:44534", @@ -11422,14 +11427,13 @@ "issue:45200", "issue:45245", "issue:45406", - "issue:45542", "issue:45588", "issue:45600", "issue:45632", "issue:45698", "issue:46082", "issue:46178", - "issue:46234", + "issue:46421", "issue:46617", "issue:46640", "issue:46697", @@ -11438,8 +11442,6 @@ "issue:46932" ], "soft_pairs": [ - "issue:43761|issue:46932", - "issue:45542|issue:46234", "issue:43504|issue:45698", "issue:43540|issue:44514", "issue:43572|issue:46178", @@ -11462,186 +11464,188 @@ "issue:44855|issue:45588", "issue:45245|issue:46858", "issue:44869|issue:46832", - "issue:43827|issue:43994" + "issue:43827|issue:43994", + "issue:43673|issue:46421", + "issue:43931|issue:44060" ], - "prepared_review_unit_hash": "6560d6a7aa3be34975d9d2f38ec76cc6df6e1b4134dc5f3af2a0fc14048e47bf", + "prepared_review_unit_hash": "14beddeb4a08f2502ab50da078201d7389b452833cdb1e414864637f63069617", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35402, - "estimated_input_tokens": 8851, - "estimated_eval_tokens": 17958 + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 }, "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 rather than a duplicate set. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected. Issue 45698 is the best standalone representative because it has the strongest discussion signal and a broadly impactful loading bug.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous and the soft pairs are mostly topical neighbors rather than true duplicates. None of the listed pairs look like the same concrete bug/change. The most representative issue is the open, high-discussion custom-module loading bug (#45698).", + "confidence": 0.28, + "canonical_issue_reason": "#45698 is the broadest and most substantive report here: it concerns core from_pretrained/save_pretrained behavior, has the most discussion, and is still open.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest standalone issue in the set: it has active discussion, inbound references, and a clear user-facing regression in `from_pretrained`/`save_pretrained` custom module loading.", + "best_issue_reason": "#45698 is the best single issue to represent the cluster because it is detailed, central to model loading correctness, and more generally actionable than the other largely unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43761", - "right": "issue:46932", - "accept": false, - "reason": "Different regressions: CLIPVision hidden states vs Gemma4 quantized embedder dtype casting." - }, - { - "left": "issue:45542", - "right": "issue:46234", - "accept": false, - "reason": "Unrelated backend/import problems in different modules." - }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Different loading failures: legacy preset field vs wrong custom module after save/load." + "reason": "Different bugs: one is a Beit semantic segmentation preset/legacy-field load failure, the other is custom-module resolution after save_pretrained." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal processor bugs, but they affect different models and code paths." + "reason": "Different code paths: video input processing in Qwen3OmniMoe vs batched chat-template handling in Qwen2_5_VLProcessor." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Different concerns: config field migration vs backend mapping validation." + "reason": "Unrelated failures: StableLmConfig missing pad_token_idx vs backend validation rejecting tensorflow_text." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Too broad; one is Nemotron-specific FlashAttention support, the other is a generic flash-attention issue." + "reason": "Not the same bug; #43352 is explicit lack of FA2 support for a model, while #46640 is a separate generic Flash Attention 2 issue." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Different SAM3 bugs: a dummy layer vs CUDA out-of-memory." + "reason": "Different SAM3 problems: dummy Conv2d implementation vs CUDA out-of-memory." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Different subsystems: janus test failure vs auto_mappings config reference breakage." + "reason": "Janus image-generation test failure is not the same as auto_mappings referencing removed configs." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different model failures and symptoms; only share that they involve generation." + "reason": "A failing Janus generation test is not the same as Qwen3.5 flash-attention generation misbehavior." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Unrelated training/evaluation bugs with no shared code path." + "reason": "Different training issues: gather_for_metrics label truncation vs auxiliary-loss normalization." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different model behaviors: LoRA/extended vocab collapse vs missing mm_token_type_ids default." + "reason": "Different mechanisms: LoRA merge collapse with tied embeddings vs missing mm_token_type_ids defaulting." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but they are different bugs in different model families and logic." + "reason": "Both involve cache/state, but the concrete bugs differ: missing GenerationMixin cache vs recurrent states resetting in modular_qwen3_5.py." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor lookup bug is unrelated to Sam3 vision output attributes." + "reason": "Different SAM3/video pipeline failures: wrong processor lookup vs missing fpn_position_embeddings attribute." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading paths and failure modes; no evidence of the same bug." + "reason": "Different loading problems: local dataset support in a training script vs loading a specific multimodal model." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different config issues: missing pad_token_id vs sliding_window handling." + "reason": "Different config bugs: missing pad_token_id in Llama4Config vs sliding_window handling in Qwen3-MoE." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding resize reinit bug is unrelated to trailing-slash local model warning/import behavior." + "reason": "Token-embedding reinitialization after resize is unrelated to warning behavior when a local model path ends with a slash." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Different persistence/regression issues: non-persistent buffers vs config reload defaults." + "reason": "Different state/serialization issues: non-persistent buffers filled with junk vs rotary_pct resetting on reload." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache indexing crash and Gemma4Processor missing attribute are different defects." + "reason": "Different serve-time crashes: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Different validation domains: Llama attention config vs Swin2SR image padding." + "reason": "Unrelated: LlamaConfig head_dim validation vs Swin2SR image padding behavior." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code caching, but one is a leaf-dir collision and the other is a missing cached file; not the same bug." + "reason": "Both touch trust_remote_code/cache, but one is a cache-path collision for local leaf names and the other is a FileNotFoundError from cache loading; not the same concrete bug." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both are dtype-related, but they affect different models and inference paths." + "reason": "Different dtype issues in different models/subsystems; not mergeable as one fix." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python parsing/import error vs flash-attention None handling are unrelated." + "reason": "Completely different failures: Python 3.13 decorator parsing vs flash-attention crash on s_aux=None." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "No shared underlying problem: category-count limit vs cache sequence-length arithmetic." + "reason": "Category-count runtime error is unrelated to cache.get_seq_length returning a device tensor." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Different crashes in different models and code paths." + "reason": "Different inference bugs: Whisper timestamp decoding vs RT-DETR feature-level/backbone-output mismatch." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referring to removed pipeline APIs is unrelated to SigLIP2 inference quality." + "reason": "One is a docs cleanup after pipeline removals; the other is a model/pipeline correctness issue for SigLIP2." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/chunked prefill, but one is missing cache state in v5.0.0 and the other is lazy cache initialization causing recompilation." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different model-loading failures: Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next." } ] }, @@ -11655,7 +11659,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 38, "review_unit_count": 61, "status": "reviewed", @@ -11674,12 +11678,10 @@ "issue:43065", "issue:43295", "issue:43335", + "issue:43526", "issue:43550", "issue:43644", - "issue:43673", - "issue:43931", "issue:43976", - "issue:44060", "issue:44077", "issue:44112", "issue:44190", @@ -11695,6 +11697,7 @@ "issue:44877", "issue:44913", "issue:44933", + "issue:44938", "issue:45127", "issue:45245", "issue:45276", @@ -11702,20 +11705,19 @@ "issue:45357", "issue:45362", "issue:45381", + "issue:45542", "issue:45563", "issue:45584", "issue:45600", "issue:45907", "issue:46369", - "issue:46421", "issue:46489", "issue:46655", + "issue:46697", "issue:46752", "issue:46897" ], "soft_pairs": [ - "issue:43673|issue:46421", - "issue:43931|issue:44060", "issue:44242|issue:46897", "issue:29870|issue:35141", "issue:44617|issue:45584", @@ -11736,216 +11738,228 @@ "issue:45127|issue:45357", "issue:45381|issue:46655", "issue:44112|issue:45600", - "issue:44779|issue:46489", "issue:44617|issue:46369", + "issue:44779|issue:46489", "issue:43295|issue:45276", "issue:44462|issue:45907", - "issue:45290|issue:46752" + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:45276|issue:45584", + "issue:44938|issue:45542" ], - "prepared_review_unit_hash": "5159dc4fca32783f2f86fcd75d1e5c1445f98cd63c208c109abab273809f609a", + "prepared_review_unit_hash": "28953c0020b4a3d4f446094d86c8fbed95d71956e8b90f0a1ae05b0ef1a8b576", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35238, - "estimated_input_tokens": 8810, - "estimated_eval_tokens": 17876 + "soft_pair_count": 28, + "serialized_chars": 35534, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not duplicates of one another; they span many unrelated Transformers regressions and model-specific bugs. I did not find any soft-edge pair that looks like the same underlying issue.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43644 is the broadest and most central bug report in the set, with inbound references and a clear, high-impact regression description, making it the best anchor if one issue must represent this cluster.", + "summary": "Most items are unrelated single issues. The only plausible duplicate pair is the DeepSeek tokenizer regression reports (#44779 and #46489), which appear to describe the same v5 tokenizer breakage from different angles.", + "confidence": 0.89, + "canonical_issue_reason": "#44779 is the broader, cleaner root report: it describes the tokenizer regression generically across DeepSeek models and is easier to use as the umbrella issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest standalone issue: it describes a concrete framework-level regression, is broadly applicable, and has evidence of being referenced by others.", + "best_issue_reason": "#44779 best represents the cluster because it states the underlying regression most generally and can absorb the more specific DeepSeek-Coder v1 follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both mention cache/lazy initialization and chunked prefill, but they describe different failure modes: missing GenerationMixin cache in v5.0.0 vs spurious recompilation. Not the same bug." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "These are unrelated model-specific bugs: Qwen3-VL weight shape mismatch vs Qwen3-Next tied-weights warning. Different code paths and symptoms." - }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Both involve training loss behavior, but one is about MoE load-balancing loss gating and the other is about a Florence2 training-loss double-shift bug. Not the same underlying defect." + "reason": "Both are loss-related bugs, but they affect different models and different failure modes; not the same underlying change." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "One is a BART generate() decoder_attention_mask assignment error; the other is token embedding reinitialization after resize when tie_word_embedding is False. Different mechanisms." + "reason": "BART generate() decoder mask error and embedding reinitialization on resize are unrelated code paths." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are completely different problems with different models and failure modes." + "reason": "One is a SAM3Video OOM issue; the other is a Whisper empty-transcription crash." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both are reload/init-state related, but 43644 is about junk-filled non-persistent buffers while 44913 is a GPTNeoXConfig field not persisting on reload. Different bug classes." + "reason": "Both concern model/config persistence, but one is junk non-persistent buffers and the other is rotary_pct not round-tripping." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Both concern failures around chat/image-related APIs, but one is a missing import from image_utils and the other is Qwen3.5 chat crashing. Not the same issue." + "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated issues." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "These are both Python-version-related issues, but one is a package support/version mismatch and the other is a TorchScript parsing IndentationError. Different root causes." + "reason": "Both are Python-version-related, but one is a package compatibility problem and the other is a JIT parsing/IndentationError bug." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale num_return_sequences warning in paged generate() is unrelated to Whisper failing on empty transcription after token alignment." + "reason": "A stale generation warning and an empty-transcription crash are different defects." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba-9B-v2 and local dataset loading failure in an example script are unrelated." + "reason": "torch.compile/SDPA failure and local dataset loading are unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init in patchtsmixer vs strict config blocking granite_speech loading are different configuration issues." + "reason": "Both involve config handling, but the specific validation problems are different." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Both involve video/image models, but one is a Qwen2.5-VL vision_position_ids regression and the other is Sam3-LiteText memory overflow. Not the same bug." + "reason": "Qwen video vision-position bug and Sam3-LiteText memory overflow are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and a categories-count limit runtime error are unrelated." + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video input regression for Qwen VL models and serve KV-cache continuation tensor indexing crash are different code paths." + "reason": "Video-input regression and KV-cache continuation crash are different generation/serving bugs." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "A SwitchTransformers sparse-layer config bug and a dataset-loading example bug are unrelated." + "reason": "SwitchTransformers sparse-layer construction and dataset loading are unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor/model input-size mismatch are different model implementation issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor size mismatch are different model bugs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and a stale paged-generate warning are not the same defect." + "reason": "Compiled chunked generation inconsistency and a stale warning are not the same issue." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc example errors and local dataset loading in a training script are unrelated documentation/example failures." + "reason": "SigLIP2 docs/quantization example issues are unrelated to image classification dataset loading." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve embedding/weight handling after LoRA or saving, but one is model collapse after merging LoRA and the other is incorrect visual encoder keys on save. Different bugs." + "reason": "LoRA merge/extended vocab collapse and incorrect visual encoder save keys are different serialization/training bugs." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing related, but one is a Qwen VL vision_position_ids regression and the other is SmolVLM padding calculation. Different root causes." + "reason": "Both are video-related, but they point to different processors and different bugs." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI stale device override test and auto_mappings references to removed configs are separate CI breakages." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": false, - "reason": "Deepseek tokenizer regression in v5 and DeepSeek-Coder v1 tokenizer gap in PR #44801 are related only by tokenizer area, not the same bug." + "reason": "Both are CI failures in adjacent areas, but the root causes differ." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "CUDA OOM in Sam3Video and memory overflow in sam3-litetext are both memory issues but for different models and causes." + "reason": "Same family name, but OOM in Sam3Video and memory overflow in Sam3-LiteText are not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in transformers v5+, with #46489 explicitly described as a gap in the fix from PR #44801." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer API regression in v4.57.5 and gemma4 resize_token_embeddings not updating output embeddings are different issues." + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating outputs are unrelated." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer.json being ignored by AutoTokenizer and list_repo_files missing revision forwarding are unrelated repository/file-loading bugs." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository-access bugs." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both are chat-template crashes on edge cases, but one is assistant messages with tool calls and no content, the other is an empty list IndexError. Different inputs and failure paths." + "reason": "Chat-template tool-call crash and empty-list IndexError are different input-shape failures." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Swin2SR over-padding are unrelated processor bugs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding-resize propagation and Whisper alignment crash are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard-only install are unrelated compatibility issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet, and the only accepted pair (#44779/#46489) is conservatively justified by the issue titles and the explicit reference to a gap in the prior fix. The other soft-edge verdicts stay appropriately cautious and do not overstate duplication evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 39, "review_unit_count": 61, "status": "reviewed", @@ -11966,14 +11980,16 @@ "issue:41950", "issue:42175", "issue:42796", + "issue:43295", "issue:43404", - "issue:43526", "issue:43531", "issue:43540", + "issue:43582", "issue:43643", "issue:43650", "issue:43673", "issue:43854", + "issue:43976", "issue:44016", "issue:44112", "issue:44220", @@ -11984,14 +12000,13 @@ "issue:44521", "issue:44734", "issue:44737", - "issue:44938", "issue:44964", + "issue:44987", "issue:45003", + "issue:45083", "issue:45216", - "issue:45276", + "issue:45335", "issue:45381", - "issue:45542", - "issue:45584", "issue:45600", "issue:45632", "issue:45803", @@ -12000,13 +12015,10 @@ "issue:46234", "issue:46424", "issue:46506", - "issue:46697", - "issue:46858" + "issue:46858", + "issue:46932" ], "soft_pairs": [ - "issue:43526|issue:46697", - "issue:45276|issue:45584", - "issue:44938|issue:45542", "issue:44737|issue:45803", "issue:43540|issue:44734", "issue:25251|issue:29870", @@ -12024,204 +12036,221 @@ "issue:36246|issue:41628", "issue:42796|issue:44521", "issue:36246|issue:38617", - "issue:43404|issue:45216", "issue:32090|issue:35141", + "issue:43404|issue:45216", "issue:44295|issue:46506", "issue:41950|issue:44016", "issue:43531|issue:45600", "issue:43650|issue:44220", - "issue:43673|issue:46424" + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44016|issue:44220", + "issue:45083|issue:46506" ], - "prepared_review_unit_hash": "7ef8e6db4aafa145a106bfdfbc205fe90adcfff933bd828869db81bdca066233", + "prepared_review_unit_hash": "bd356bf16addd9fa4de061ec43e7f31ea0d3bfba1060550b1f69f2013ba19430", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35413, - "estimated_input_tokens": 8854, - "estimated_eval_tokens": 17964 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it groups many unrelated single-issue reports across pipelines, model loading, generation/cache, multimodal processing, packaging, and notebook/docs. I would not merge any of the soft pairs; they are only superficially similar. If one issue must anchor the cluster, issue 44521 is the strongest representative because it has the most ongoing discussion and inbound references, but even that is only a loose anchor.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44521 is the most active, well-scoped, and externally referenced report in the set, so it is the best available anchor even though the cluster is not a true duplicate set.", + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bugs across pipelines, model loading, cache, imports, tokenization, and multimodal processing. None of the proposed soft pairs looks like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items are too diverse and the soft pairs are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the clearest actionable bug description and the strongest signal (discussion activity and inbound references), making it the best representative issue in this heterogeneous cluster.", + "best_issue_reason": "issue:44521 is the best representative only because it is active and has the strongest discussion/inbound signals, but it still does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43526", - "right": "issue:46697", - "accept": false, - "reason": "Both are image-processor bugs, but one is about reduce_labels collapsing labels and the other is about over-padding divisible images; different code paths and fixes." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Embedding resize/tie-word-embedding behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 import loading failure is a different problem from the missing TensorFlow backend in a torch-only install." - }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU tensor creation in forward pass and Fuyu's bare except swallowing errors are unrelated bugs." + "reason": "Different subsystems and failures: XLNet CPU device placement vs Fuyu exception handling." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and transformers serve KV-cache continuation indexing are different failure modes in different paths." + "reason": "Unrelated code paths: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "A pipeline returning a nested list and BART's decoder_attention_mask unbound error are not the same bug." + "reason": "Different bugs: pipeline output nesting vs BART generate decoder_attention_mask initialization." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but assistant_masks all-zero and wrong vision_position_ids are separate bugs with different internals and fixes." + "reason": "Both are multimodal, but one is assistant mask generation and the other is video position IDs; not the same bug." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve cache handling, but one is a missing cache in chunked_prefill and the other is a device-tensor seq_length arithmetic issue for static cache; not mergeable as one fix." + "reason": "Both involve cache internals, but one is a missing cache in chunked prefill and the other is device-tensor arithmetic in static cache." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "These are load failures for different models with different symptoms; they do not look like the same underlying bug." + "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import and unsafe sys.modules access are distinct import-time concerns with different fixes." + "reason": "Slow import timing is not the same as unsafe sys.modules access; related area, but distinct problem." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "A trust_remote_code cache-path collision is unrelated to a missing import_utils availability helper." + "reason": "Trust-remote-code cache collisions and a missing import_utils symbol are unrelated." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model loading failure and stale auto_mappings references are different problems." + "reason": "One is a model-loading regression, the other is stale auto_mappings references breaking CI." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields when trust_remote_code=True and unrecognized model_type in config.json are both config-loading issues, but they are not the same concrete bug." + "reason": "Both are config/loading issues, but one is trust_remote_code field loss and the other is missing model_type in a model config." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A stale CI test in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + "reason": "CI test failure in GraniteSpeech is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and output embedding reinitialization after resize_token_embeddings are unrelated." + "reason": "Flash Attention support and token-embedding resize reinitialization are different features and bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "The first is specifically about TensorFlow not being included with pip install '.[torch]'; the second is a generic dependency complaint." + "reason": "Packaging dependency omission and a generic dependency issue are not the same underlying defect." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and convert_rope_params_to_dict type handling are different configuration-validation bugs." + "reason": "Llama head_dim validation and rope-parameter conversion type handling are different code paths." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different symbols and modules; not the same missing-export bug." + "reason": "Both are import errors, but they concern different symbols and different export problems." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant_masks are separate bugs in different subsystems." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports from different modules; no clear shared root cause." + "reason": "Missing exports for different names in different modules; not a duplicate bug." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Mistral3 weight-tying and a Qwen3.5 save_pretrained regression are different model-specific issues." + "reason": "Trainer broadcast NoneType error is unrelated to embedding resizing initialization." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Trainer broadcast of NoneType and embedding reinitialization after resize are unrelated." + "reason": "Weight tying in a model class and incorrect checkpoint saving are separate regressions." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is not the same as CPU/CUDA output divergence." + "reason": "Position_ids buffer access and CPU/CUDA divergence in PPDocLayoutV3 are different issues." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A video-classification pipeline looking for image processors and a notebook syntax error are unrelated." + "reason": "Pipeline processor lookup vs notebook syntax error; no common bug." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings config references are distinct bugs." + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings entries are unrelated." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "A placeholder issue title and a _torch_extract_fbank_features bug are not the same underlying report." + "reason": "Placeholder text issue and fbank feature extraction bug do not match." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache config, but one is a chunked_prefill cache regression and the other is about max_cache_length only applying to Quantized Cache; too different to merge." + "reason": "Both mention cache, but one is missing cache in generation and the other is max_cache_length semantics." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a specific model-loading failure are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma resize_token_embeddings behavior are different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to feature extraction behavior." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3 Omni MoE feature-length helper behavior and PPDocLayoutV3 CPU/CUDA divergence are different bugs." } ] }, @@ -12235,7 +12264,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 40, "review_unit_count": 61, "status": "reviewed", @@ -12245,6 +12274,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:39692", + "issue:42796", "issue:42907", "issue:43295", "issue:43299", @@ -12252,7 +12283,8 @@ "issue:43441", "issue:43479", "issue:43526", - "issue:43582", + "issue:43577", + "issue:43650", "issue:43673", "issue:43824", "issue:43901", @@ -12260,10 +12292,10 @@ "issue:44016", "issue:44062", "issue:44075", - "issue:44220", "issue:44279", "issue:44327", "issue:44336", + "issue:44351", "issue:44368", "issue:44496", "issue:44521", @@ -12271,10 +12303,9 @@ "issue:44779", "issue:44792", "issue:44933", - "issue:44987", "issue:45042", - "issue:45083", "issue:45216", + "issue:45278", "issue:45335", "issue:45375", "issue:45405", @@ -12288,27 +12319,20 @@ "issue:46369", "issue:46399", "issue:46424", - "issue:46506", "issue:46515", "issue:46693", - "issue:46752", - "issue:46932" + "issue:46752" ], "soft_pairs": [ - "issue:43976|issue:44987", - "issue:43582|issue:46932", - "issue:44016|issue:44220", - "issue:43295|issue:45335", - "issue:45083|issue:46506", "issue:42907|issue:43441", "issue:44683|issue:45446", - "issue:43976|issue:44279", "issue:43526|issue:43901", + "issue:43976|issue:44279", "issue:43381|issue:45593", "issue:43479|issue:45375", "issue:44496|issue:45042", - "issue:43901|issue:44496", "issue:43673|issue:44336", + "issue:43901|issue:44496", "issue:44792|issue:46424", "issue:44016|issue:44062", "issue:44496|issue:45759", @@ -12324,216 +12348,214 @@ "issue:46082|issue:46399", "issue:43295|issue:44779", "issue:44075|issue:44368", - "issue:43976|issue:45405" + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650" ], - "prepared_review_unit_hash": "815a07a11faa3bfa7a280c3519f577b7660bd236d349d5634a27fc1ecc5e3253", + "prepared_review_unit_hash": "a41a1c8ae2a62a74466d4d7e416ce271a952f422c1d02278617ef93ec52b9a5e", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36682, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "soft_pair_count": 29, + "serialized_chars": 36345, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated bugs across models, configs, tokenizers, pipelines, and environment compatibility. None of the soft-similarity edges look like true duplicates, so no PR candidate applies and only one issue can serve as a loose anchor.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44521 is the strongest anchor by discussion/inbound refs and is a concrete user-facing multimodal regression; however, the surrounding items are not true duplicates of it.", + "summary": "This cluster is very loose: the items span unrelated regressions across tokenizers, multimodal configs, cache/generation, flash-attention, docs, and import/export issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44521 is the best single issue to represent the cluster because it has the clearest active impact signal, but it should not be treated as subsuming the rest of the set.", + "best_issue_reason": "issue:44521 is the strongest standalone issue to anchor on if one must pick a representative: it is a concrete, reproducible multimodal `apply_chat_template` regression with discussion and inbound references, and it targets a specific code path rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Both are version/loading failures, but one is Python compatibility and the other is a specific model load failure; different bugs." - }, - { - "left": "issue:43582", - "right": "issue:46932", - "accept": false, - "reason": "Apple Silicon TypeError in warmup vs Gemma4 quantized vision/audio dtype casting; unrelated code paths." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error and audio feature-extraction helper issue are distinct." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Processor/tokenizer image-handling regression is unrelated to t5gemma embedding resize behavior." - }, - { - "left": "issue:45083", - "right": "issue:46506", - "accept": false, - "reason": "Different bugs: qwen3_omni_moe feature-length helper vs PPDocLayoutV3 CPU/CUDA result mismatch." - }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but save_pretrained dequantization failure is not the FlashAttention runtime failure described here." + "reason": "Both mention Ministral/flash-attention-era failures, but one is about saving dequantized models and the other about runtime FlashAttention loading; different code paths and symptoms." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve flex_attention, but one is compiled-kernel failure on torch>=2.9 and the other is a version-check/import guard bug." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compile failure and the other is a bad version check for an AuxRequest import; not the same bug." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "General dependency/version complaints, but they refer to different failures and causes." + "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs behavior are unrelated subsystems." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs TextClassificationPipeline docs mismatch; unrelated." + "reason": "A Python-version incompatibility is not the same as a generic dependency issue; too broad to treat as one bug." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are distinct training/eval semantics bugs." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config issues, but different models and different missing/default fields." + "reason": "Both are multimodal config issues, but they affect different model families and different missing/default fields." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config import error vs torchvision requirement in PIL image processors; different problems." + "reason": "Unrecognized model config loading and PIL-backend torchvision requirements are unrelated failures." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Docs mismatch in a pipeline vs model/config recognition failure; no shared bug." + "reason": "Generation cache handling and stray ANSI codes in loading reports have no shared underlying cause." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Generation cache issue and ANSI logging bug are unrelated." + "reason": "Pipeline docs mismatch vs model config import failure; no common code path." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Failed janus image-generation test vs cache max length semantics; different code paths." + "reason": "A Janus test failure and cache max-length semantics are different problems in different areas." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to AddedToken keyword collision." + "reason": "Notebook syntax error and AddedToken constructor argument collision are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model error vs AutoModelForCausalLM text_config unwrap bug; distinct loading failures." + "reason": "One is an unrecognized model/config.json problem; the other is from_config not unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and different root causes." + "reason": "Missing public import for Qwen2_5_VLForConditionalGeneration is not the same as a non-existent image_utils import." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is model-specific failure and the other is a sink-less s_aux=None crash; not the same bug." + "reason": "Both mention flash attention, but one is a Ministral RC failure and the other is an s_aux=None AttributeError for sink-less models; different concrete bugs." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch result dropping vs memory overflow; unrelated issues." + "reason": "Final-batch result dropping and model memory overflow are not the same issue." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA span decoding top-k bounds error and empty apply_chat_template IndexError are different failures." + "reason": "QA top-k bounds handling and empty-list chat-template crashes are separate input-validation bugs." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Assistant-mask generation bug is unrelated to FA2 long-context performance regression." + "reason": "assistant_masks being all zero and FA2 long-context performance regression are unrelated." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; different causes." + "reason": "General dependency issue and torch 2.4.1 incompatibility are too broad and not the same root cause." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug in t5gemma is unrelated to Whisper empty transcription after token alignment." + "reason": "resize_token_embeddings not propagating to decoder embeddings and Whisper empty-transcription failure are distinct model behaviors." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL Moe load failure and Qwen3.5 save_pretrained regression are related only by family, not the same concrete bug." + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained checkpoint corruption affect different APIs and failure modes." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Unrelated dependency problems: package dependency issue vs unreleased MIN_PEFT_VERSION bump." + "reason": "A dependency problem and an unreleased MIN_PEFT_VERSION bump are not duplicates." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration crash are different issues." + "reason": "LlamaConfig head_dim validation and Qwen3.5 apply_rotary_pos_emb registration are different model/config bugs." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom processor.tokenizer/image handling regression is not the same as Deepseek tokenizer incorrect outputs." + "reason": "Processor/tokenizer API regression with images vs Deepseek tokenizer correctness regression; similar area, but not the same defect." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling bug and Qwen3.5 warning about tie_word_embeddings are unrelated." + "reason": "SGD args being ignored and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors and text-classification docs drift are separate documentation issues." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version support issue is unrelated to the PEFT minimum-version bump." + "reason": "Python-version incompatibility and unreleased PEFT version requirement are different environment/dependency problems." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained correctness are unrelated model-specific regressions." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache export and broad import errors after upgrade are not the same specific bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an empty, non-descriptive issue are unrelated." } ] }, @@ -12547,7 +12569,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 41, "review_unit_count": 61, "status": "reviewed", @@ -12558,20 +12580,18 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:33290", - "issue:39692", "issue:41950", - "issue:42796", + "issue:42175", "issue:42994", "issue:43299", "issue:43317", "issue:43441", "issue:43479", "issue:43525", - "issue:43577", "issue:43650", "issue:43653", "issue:43854", - "issue:43901", + "issue:43976", "issue:44016", "issue:44242", "issue:44261", @@ -12579,7 +12599,6 @@ "issue:44291", "issue:44297", "issue:44336", - "issue:44351", "issue:44361", "issue:44462", "issue:44466", @@ -12589,17 +12608,20 @@ "issue:44779", "issue:45020", "issue:45081", + "issue:45103", "issue:45200", - "issue:45216", "issue:45276", - "issue:45278", "issue:45357", + "issue:45372", "issue:45542", "issue:45593", + "issue:45600", "issue:45656", + "issue:45712", "issue:45812", "issue:45823", "issue:45834", + "issue:45859", "issue:45907", "issue:46082", "issue:46209", @@ -12607,10 +12629,6 @@ "issue:46851" ], "soft_pairs": [ - "issue:39692|issue:43901", - "issue:43577|issue:45216", - "issue:44351|issue:45278", - "issue:42796|issue:43650", "issue:46082|issue:46512", "issue:44779|issue:45812", "issue:41950|issue:45020", @@ -12631,193 +12649,197 @@ "issue:43441|issue:45834", "issue:42994|issue:43317", "issue:44623|issue:44749", + "issue:44336|issue:46851", "issue:44261|issue:44263", - "issue:44336|issue:46851" + "issue:45103|issue:45372", + "issue:45600|issue:45712", + "issue:45859|issue:46851", + "issue:42175|issue:43976" ], - "prepared_review_unit_hash": "635ec453bacdeedb0e087b9513560c1bdca623ef49a4704c79b6c352313028c6", + "prepared_review_unit_hash": "203a5a052bcce4a255eeaacbf8148778187a563d2b527823a0545d5560ac2c93", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35517, - "estimated_input_tokens": 8880, - "estimated_eval_tokens": 18016 + "serialized_chars": 35649, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most soft pairs only overlap at a broad subsystem or regression level, but they point to different bugs, models, or code paths. I found no safe duplicate merges.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set (multiple import errors after an upgrade), so it is the best cluster anchor even though it is not a true duplicate of the others.", + "summary": "Mostly unrelated Transformers issues with only loose topical overlap (loading, tokenizers, config defaults, quantization, DeepSpeed). None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent-version regressions that break model loading/usage. It\u2019s still not a duplicate of the narrower reports, but it best summarizes the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the widest blast radius and the clearest version-regression framing, making it the most suitable representative issue in this mixed cluster.", + "best_issue_reason": "45020 is the best single issue to anchor the cluster because it captures the widest user-facing regression pattern without being overly narrow to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Both are documentation-related, but they describe different docs and different failures (SigLIP2 example errors vs TextClassificationPipeline return_all_scores mismatch)." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "These are distinct regression reports: one is a Blip2 dtype propagation issue, the other is Qwen3.5 save_pretrained writing incorrect checkpoint keys." - }, - { - "left": "issue:44351", - "right": "issue:45278", - "accept": false, - "reason": "45278 is a broad import-regression report, while 44351 is one specific missing export; not enough evidence they are the same underlying defect." - }, - { - "left": "issue:42796", - "right": "issue:43650", - "accept": false, - "reason": "Completely different problems: tokenizer BPE marker handling vs an unrelated placeholder issue titled 'ADD THE DATA'." - }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "One concerns LlamaConfig head_dim validation, the other stale model.config.dtype after from_config(dtype=...). Different code paths and symptoms." + "reason": "Different bugs: LlamaConfig head_dim validation vs from_config(dtype=...) leaving config.dtype stale." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different loading logic; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (incorrect DeepSeek tokenization vs Granite IDs)." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code breakage are unrelated failure modes." + "reason": "Video-classification processor lookup is unrelated to remote_code model-loading breakage." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Different Qwen model/version regressions affecting different behaviors: Moe model loading vs save_pretrained visual encoder key serialization." + "reason": "Both concern Qwen models, but one is a load failure for Qwen3VL MoE models and the other is incorrect save_pretrained visual encoder keys." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied weights depending on device is not the same bug as resize_token_embeddings failing to update embeddings in Gemma4." + "reason": "Serialization of tied lm_head weights and resize_token_embeddings not updating Gemma4 embeddings are separate issues." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both mention loading issues, but one is a Qwen3VL MoE regression and the other is a unit-test load failure for GLM-4.7-Flash." + "reason": "Both are loading failures, but for different models and causes; not the same underlying defect." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 device-mapping mismatch are different bugs." + "reason": "Processor selection bug vs Gemma4 device mismatch during forward are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss gating and Gemma4 mm_token_type_ids defaults are separate model-training issues." + "reason": "Missing load-balancing loss and missing mm_token_type_ids default are different model-training/config bugs." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No shared bug: one is a vague data request issue, the other is an FP8 inference failure on B200 GPUs." + "reason": "No meaningful overlap; one is a vague data request, the other is an FP8 inference hardware issue." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "One is about save_pretrained writing the wrong tokenizer_class, the other about AutoTokenizer ignoring tokenizer.json when loading." + "reason": "Both involve tokenizers, but one is save_pretrained metadata mismatch while the other ignores tokenizer.json on load." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and a TensorFlow-backend import issue are unrelated." + "reason": "Compiled flex_attention on torch 2.9 and tensorboard/TensorFlow backend installation are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config bugs: default multimodal subconfigs being initialized from None versus missing pad_token_id on Llama4Config." + "reason": "Both are config-related, but they affect different models and different fields/defaults." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error is not the same as the init_empty_weights unexpected _is_hf_initialized argument regression." + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task failures and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer AttributeError vs D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral regex patching crashes and list_repo_files not forwarding revision are separate utility bugs." + "reason": "Mistral tokenizer regex patch crash and list_repo_files revision forwarding are separate code paths." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve DeepSpeed and optimizers, but one is OOM with Adafactor while the other is double optimizer stepping; not the same bug." + "reason": "Both mention DeepSpeed/optimization, but one is OOM with Adafactor and the other is double optimizer stepping." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and long-ocr index errors in Kosmos2.5 are unrelated." + "reason": "FlashAttention failure for Ministral-3 and long-OCR index error in Kosmos2.5 are unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Saving a quantized model and loading a dequantized model with device_map=auto are different phases and different failures." + "reason": "Quantized model saving failure and dequantized device_map loading/offload failure are different bugs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to the reported slowdown after upgrading Transformers." + "reason": "processor.save_pretrained missing files and slower filtering after upgrade are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI-code logging issue and Qwen3.5 variable-length position_ids bug are unrelated." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "These affect different GLM/MoE internals: rms_norm_eps precision behavior versus torch.split return values." + "reason": "MLA layernorm epsilon precision issue and torch.split return values in GlmMoeDsaIndexer are different defects." }, { - "left": "issue:44336", + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash and Gemma4 processor ImportError are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI issues, but they concern different files and failure modes." + }, + { + "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "ANSI code emission in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." + "reason": "Both are Qwen3.5-related, but one is CPU-offload rotary embedding compatibility and the other is variable-length position_ids handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging for torch extras and Python version incompatibility are unrelated." } ] }, @@ -12831,7 +12853,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 42, "review_unit_count": 61, "status": "reviewed", @@ -12842,11 +12864,11 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:41628", - "issue:42175", "issue:42796", "issue:43441", "issue:43525", "issue:43526", + "issue:43540", "issue:43643", "issue:43673", "issue:43723", @@ -12869,40 +12891,37 @@ "issue:44671", "issue:44779", "issue:45003", + "issue:45072", "issue:45083", "issue:45103", "issue:45325", "issue:45362", - "issue:45372", "issue:45397", "issue:45542", "issue:45561", "issue:45563", - "issue:45600", - "issue:45712", "issue:45800", "issue:45823", - "issue:45859", "issue:46291", "issue:46399", + "issue:46614", "issue:46655", + "issue:46665", "issue:46726", + "issue:46752", + "issue:46829", "issue:46851" ], "soft_pairs": [ - "issue:45103|issue:45372", - "issue:45600|issue:45712", - "issue:45859|issue:46851", - "issue:42175|issue:43976", "issue:44623|issue:45397", "issue:44671|issue:44779", "issue:43723|issue:44162", "issue:43901|issue:44246", "issue:43673|issue:43761", - "issue:43824|issue:43976", "issue:45542|issue:45800", - "issue:42796|issue:43441", + "issue:43824|issue:43976", "issue:43525|issue:43881", + "issue:42796|issue:43441", "issue:46291|issue:46399", "issue:44188|issue:44336", "issue:44016|issue:45823", @@ -12919,216 +12938,213 @@ "issue:46399|issue:46851", "issue:45561|issue:45563", "issue:45103|issue:46399", - "issue:43526|issue:45003" + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:46614|issue:46665" ], - "prepared_review_unit_hash": "e70a0a213fd943aa329f9382ae73c4c63ec910090da111e7e5243488ec039a06", + "prepared_review_unit_hash": "6be5f49776d79cd6e92b6b23337a3530763b6bc72b9c34f11bdf0892668ec859", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36124, - "estimated_input_tokens": 9031, - "estimated_eval_tokens": 18318 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: import/load failures, tokenizer/model-specific regressions, docs issues, and packaging/backend problems. The soft pairs share broad vocabulary or model families, but none look like the same underlying bug or mergeable change.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue: the items are not duplicates of one bug, but a mixed set of unrelated Transformers regressions and maintenance issues.", + "summary": "The cluster is largely heterogeneous: most items are distinct loading, tokenizer, model, or docs issues rather than true duplicates. I would not merge any of the soft pairs.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43824 has the strongest activity/references and a clear, user-visible import failure, so it is the best representative anchor among this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue to represent the cluster; each candidate is too specific to its own model, backend, or subsystem.", + "best_issue_reason": "issue:43824 is the most central/high-traffic issue in the group, but the surrounding items do not look like the same underlying bug class.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "Both are import-time failures, but one is auto-docstring/annotations handling and the other is a missing `ReasoningEffort` dependency for Gemma 4 processor loading." - }, - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "Both touch repo hygiene, but one is stale `auto_mappings.py` config references and the other is leftover dummy PT classes; different files and fixes." - }, - { - "left": "issue:45859", - "right": "issue:46851", - "accept": false, - "reason": "Same Qwen3.5 family, but one is CPU offload compatibility in rotary embeddings and the other is variable-length `position_ids` handling." - }, - { - "left": "issue:42175", - "right": "issue:43976", - "accept": false, - "reason": "One is missing TensorFlow from `.[torch]` install extras; the other is a Python 3.9/3.10 compatibility issue. Not the same problem." - }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "`processor.save_pretrained()` missing files versus a `from_pretrained()` zero3 loading failure are different code paths and failure modes." + "reason": "Different failure modes: missing processor save files vs Zero3/from_pretrained loading on Gemma4." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are output-correctness bugs, but on different models and tokenization/LM behavior; no shared concrete code path." + "reason": "Different models and bugs: CamemBERT MLM predictions vs Deepseek tokenizer output." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Generic tokenizer-loading regression versus ESM2 model breakage; they are model-specific and not the same underlying bug." + "reason": "Generic tokenizer-loading regression vs model-specific ESM2 breakage; not the same underlying issue." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch about `return_all_scores` versus intermittent import slowness are unrelated." + "reason": "Docs mismatch for return_all_scores vs intermittent import latency; unrelated." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked prefill cache regression in generation versus CLIP hidden-states regression; both are v5 issues, but different model/runtime paths." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Missing Qwen2.5-VL class export versus a Python version compatibility break; no shared bug or fix." + "reason": "Chunked prefill cache regression vs CLIPVision hidden_states regression; different code paths." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Both mention installation/runtime compatibility, but one is TensorFlow backend detection and the other is a torch/transformers version mismatch." + "reason": "TensorBoard/TensorFlow backend misdetection vs torch-transformers version incompatibility." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Same Ministral family, but tokenizer BPE-marker handling and FlashAttention failure are different subsystems." + "reason": "ImportError for a model class vs Python version compatibility problem; not duplicates." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4 config missing `pad_token_id` and glm-4v-9b loading failure are unrelated model-loading bugs." + "reason": "Different model-specific config/loading errors: missing pad_token_id vs GLM-4V load failure." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs FlashAttention failure in a related model family, but not the same bug." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both involve kernels, but one is a dependency/version requirement on importing pipelines and the other is a missing decorator registration in Qwen3.5 code." + "reason": "Kernels dependency import issue vs Qwen3.5 kernel registration crash; distinct causes." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` versus ANSI codes in a loading report are unrelated." + "reason": "torch.compile attention-kernel divergence vs ANSI codes in loading report; unrelated." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are completely different issues." + "reason": "Notebook syntax error vs Gemma4 device_map mismatch; no shared root cause." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "One is terminal-color output behavior, the other is a wrong docstring; no shared underlying bug." + "reason": "ANSI escape output issue vs docstring correction; different artifact types." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure versus Qwen3.5 chat crash are unrelated runtime/model problems." + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; different symptoms and paths." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention config fields, but one is Llama4-specific `pad_token_id` and the other is `trust_remote_code` returning incomplete AutoConfig objects." + "reason": "Both are config/loading-related, but one is a missing attribute and the other is missing fields with trust_remote_code; too different." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Both are processor/image-related, but one is a padding-calculation bug and the other is an explicit missing-vision-backend error path." + "reason": "Video padding calculation bug vs missing-vision-backend processor error; not the same issue." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both concern Qwen position IDs, but one is a Qwen2.5-VL rope scaling bug for still images and the other is Qwen3.5 variable-length input handling." + "reason": "Both involve position_ids, but they affect different Qwen models and different logic." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "`AutoImageProcessor` import failure and Python version incompatibility are unrelated." + "reason": "Importing AutoImageProcessor vs Python version support; unrelated." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata bug versus Gemma4 zero3 loading failure are different subsystems." + "reason": "Tokenizer config serialization bug vs Gemma4 loading bug; distinct." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and TensorFlow backend absence are unrelated packaging/runtime issues." + "reason": "Importing sentence-transformers failure vs TensorBoard backend issue; no overlap." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen-related position/length logic, but they affect different models and helper functions." + "reason": "Different Qwen variants and different helper/positioning bugs; not mergeable as one PR." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Intermittent import slowness and unrecognized model config loading are not the same bug." + "reason": "Performance of importing transformers vs unrecognized model config; unrelated." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is kernel registration failure and the other is variable-length `position_ids`; distinct code paths." + "reason": "Kernel registration crash vs variable-length position_ids bug; different root causes." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning are unrelated test/runtime issues." + "reason": "Parallel test race on captured_info.txt vs stale warning in generate(); unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation handling and Qwen3.5 kernel registration failure have no concrete overlap." + "reason": "Docstring/annotation parsing crash vs Qwen3.5 kernel decorator issue; different subsystems." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiTImageProcessorFast label reduction and unsafe `sys.modules` access in modeling_utils are unrelated bugs." + "reason": "BEiT label reduction bug vs unsafe sys.modules access; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-chat-list IndexError; different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch inference issue vs output field mix-up; different code paths." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs inconsistent from_pretrained behavior in Python classes; not the same bug." } ] }, @@ -13142,7 +13158,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 43, "review_unit_count": 61, "status": "reviewed", @@ -13160,6 +13176,7 @@ "issue:43257", "issue:43262", "issue:43299", + "issue:43475", "issue:43531", "issue:43540", "issue:43550", @@ -13179,7 +13196,6 @@ "issue:44779", "issue:44871", "issue:45003", - "issue:45072", "issue:45137", "issue:45200", "issue:45292", @@ -13189,21 +13205,19 @@ "issue:45561", "issue:45588", "issue:45593", + "issue:45600", "issue:45759", + "issue:45859", "issue:46132", + "issue:46369", + "issue:46399", "issue:46506", - "issue:46614", "issue:46655", - "issue:46665", "issue:46752", "issue:46821", - "issue:46829", "issue:46851" ], "soft_pairs": [ - "issue:43540|issue:46752", - "issue:46614|issue:46665", - "issue:45072|issue:46829", "issue:44295|issue:45397", "issue:43531|issue:45362", "issue:42491|issue:43299", @@ -13228,204 +13242,207 @@ "issue:45375|issue:45759", "issue:43262|issue:44246", "issue:44295|issue:44749", - "issue:44479|issue:46655" + "issue:44479|issue:46655", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:45137|issue:45600" ], - "prepared_review_unit_hash": "6f9ff847ee63b51f42b71a5cf7bfaf5a18f406adc19217819b6d5023ccbba978", + "prepared_review_unit_hash": "8c4e416b0a4b5f37238b1f3a90993ff63ad54bfa984b45e19cd46647487f758d", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35502, - "estimated_input_tokens": 8876, - "estimated_eval_tokens": 18008 + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports. The best anchor is the broad v5.3.0 video regression report (44479); the soft pairs mostly share a subsystem or model family but describe different concrete failures, so none should be merged as duplicates.", - "confidence": 0.72, - "canonical_issue_reason": "issue:44479 is the strongest representative because it describes a concrete, version-specific regression affecting multiple Qwen video/model variants, with a clear shared code path and broad enough scope to anchor related reports.", + "summary": "These items are mostly a mix of unrelated model-specific regressions and import/config bugs. I did not find any pair that clearly represents the same underlying defect, so I rejected all soft edges.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the most representative issue in the set: a concrete v5.3.0 video-input regression affecting multiple Qwen video model families with a shared failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best standalone issue: it is specific, impactful, and frames a regression that plausibly subsumes adjacent video-input complaints better than the narrower model-specific reports.", + "best_issue_reason": "issue:44479 has the broadest impact and clearest code-path signal among the issues, making it the best single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43540", - "right": "issue:46752", - "accept": false, - "reason": "Different failures: Qwen3OmniMoe video input ValueError vs empty-list apply_chat_template IndexError." - }, - { - "left": "issue:46614", - "right": "issue:46665", - "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained behavior are unrelated code paths." - }, - { - "left": "issue:45072", - "right": "issue:46829", - "accept": false, - "reason": "One is a bfloat16 dtype mismatch; the other is a bad hidden_states field in an output object." - }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Registered buffer access error and ZeRO3 from_pretrained crash do not point to the same bug." + "reason": "Both mention model loading/runtime errors, but one is about reading position_ids after buffer registration and the other is a Gemma-4 ZeRO3 from_pretrained failure; different bugs and code paths." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding-window handling and a Qwen3.5 chat crash are different model issues." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different symptoms with different triggers." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE loading, but one is LoRA compatibility across HF versions and the other is Qwen3VL MoE loading; not the same concrete defect." + "reason": "Both involve Qwen3 MoE variants, but one is LoRA compatibility across HF versions while the other is a model-loading breakage in v5.0.0.dev0; not the same defect." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Load-balancing loss omission and eos_token_id config inconsistency are unrelated." + "reason": "One is a performance/logic issue in import initialization; the other is a Gemma-3 eos_token_id config mismatch." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention auxiliary losses, but they affect different models and triggers; not mergeable as one bug." + "reason": "Both concern missing auxiliary losses, but they are in different models and different conditions (router logits vs denoising); too different to merge." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output formatting and RoPE implementation are unrelated." + "reason": "ANSI escape output in loading_report and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention sinkless-model crash and variable-length position_ids failure are different code paths." + "reason": "Flash-attention sink-less-model crash and Qwen3.5 variable-length position_ids failure are different code paths." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size attribute error are unrelated." + "reason": "sys.modules access safety and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior changes are different subsystems." + "reason": "Offline cache loading and AttentionInterface.register behavior are different features with different failures." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and empty-list chat template crash are not the same issue." + "reason": "Model loading for ScandiBERT and apply_chat_template on an empty list are unrelated bugs." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure and CPU-vs-CUDA output mismatch are different defects." + "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are distinct issues." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings output-sync bug are distinct." + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are separate bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Import errors for different symbols from different modules; no shared root cause is evident." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are both import errors, but for different symbols and different modules." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Qwen2_5_VLImageProcessor export failure and HybridCache export failure are separate import problems." + "reason": "Both are import-name errors, but Qwen2_5_VLImageProcessor vs HybridCache are unrelated exports." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Pipeline image-processor lookup and _torch_extract_fbank_features() are different bugs." + "reason": "Video-classification pipeline using image processors and a torch_extract_fbank_features issue are different pipeline bugs." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs/behavior mismatch in TextClassificationPipeline and sys.modules access are unrelated." + "reason": "TextClassificationPipeline docs mismatch and sys.modules access safety are unrelated." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "DeepSpeed weight conversion and ZeRO3 deque underflow are both distributed-training related but not the same bug." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and ZeRO3 deque underflow are different failures." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access and pytest-xdist captured_info.txt race are unrelated." + "reason": "Unsafe sys.modules access and a pytest-xdist captured_info.txt race are unrelated." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are different failure modes." + "reason": "Unrecognized OLMo-Hybrid model loading and sys.modules access are different root causes." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing reports, but they target different models and distinct processing bugs." + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding calculation are both video-related but model-specific and not clearly the same bug." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids default are unrelated." + "reason": "ESM2 broken and Gemma 4 mm_token_type_ids defaults are unrelated model issues." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen 3.5 multimodal config handling, but one is strict-field dropping and the other is from_config text_config unwrapping; not the same concrete change." + "reason": "Missing deepstack_visual_indexes in config and from_config not unwrapping text_config are both Qwen multimodal config problems, but they are distinct code paths and symptoms." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and router-logits load-balancing loss are unrelated." + "reason": "Audio chat-template sampling-rate defaults and load balancing loss omission are unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A buffer-related runtime error and a Chinese performance regression report are not duplicates." + "reason": "Position_ids buffer access and slow filtering after upgrade are unrelated." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both concern video regressions, but they affect different model families and likely different padding/processor code paths." + "reason": "Both are video-input regressions, but 44479 is a broad Qwen family regression while 46655 is a SmolVLM padding bug; not enough evidence of one underlying defect." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and SAM3 LiteText memory overflow are different SAM issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3.5-MoE rotary embedding and a missing decorator for apply_rotary_pos_emb registration are different implementation bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed Sam3LiteText configs are unrelated." } ] }, @@ -13439,7 +13456,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 44, "review_unit_count": 61, "status": "reviewed", @@ -13460,8 +13477,10 @@ "issue:43408", "issue:43475", "issue:43526", + "issue:43540", "issue:43596", "issue:43653", + "issue:43723", "issue:44038", "issue:44060", "issue:44077", @@ -13475,7 +13494,6 @@ "issue:44877", "issue:44977", "issue:44987", - "issue:45137", "issue:45229", "issue:45250", "issue:45292", @@ -13484,24 +13502,20 @@ "issue:45397", "issue:45412", "issue:45459", + "issue:45563", "issue:45584", - "issue:45600", "issue:45656", - "issue:45859", "issue:46123", "issue:46170", - "issue:46369", - "issue:46399", "issue:46506", + "issue:46710", "issue:46726", + "issue:46832", "issue:46851", "issue:46894", "issue:46897" ], "soft_pairs": [ - "issue:43475|issue:46369", - "issue:45859|issue:46399", - "issue:45137|issue:45600", "issue:36246|issue:43596", "issue:44877|issue:45375", "issue:43295|issue:45292", @@ -13523,180 +13537,197 @@ "issue:44479|issue:46170", "issue:42886|issue:45229", "issue:45397|issue:45656", - "issue:43065|issue:43408" + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563" ], - "prepared_review_unit_hash": "a01bf47f5c52e0ff5a1763246cf7a1c8aaf2f87a49615b50d11aa7eede42da6e", + "prepared_review_unit_hash": "710ff950146fc9a0ba60993319d910c2f13aa59ab7e067666b0dbf0aede3f3b8", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35314, - "estimated_input_tokens": 8829, - "estimated_eval_tokens": 17914 + "soft_pair_count": 27, + "serialized_chars": 35923, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers bug reports. The soft pairs mostly share broad themes (SAM3, Qwen, DeepSpeed, tied embeddings, tokenizer/config issues) but not the same concrete defect or fix path, so none should be merged as duplicates.", - "confidence": 0.97, + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated bugs across tokenizers, vision models, config loading, generation, deepspeed, and memory/runtime issues. I reject all soft edges; none look like the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No true canonical issue stands out because the cluster is mixed, but issue 46897 is the most representative single item if forced: it is concrete, recent, and has the strongest inbound attention among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43475", - "right": "issue:46369", - "accept": false, - "reason": "Same SAM3 family, but one is an attribute error in vision encoder outputs and the other is a memory overflow in litetext; different failures and fixes." - }, - { - "left": "issue:45859", - "right": "issue:46399", - "accept": false, - "reason": "Both touch Qwen3.5 rotary/kernel code, but one is CPU offload incompatibility and the other is a missing decorator causing kernel registration failure." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs a broken auto_mappings CI reference; no shared bug path." - }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL image processor is unrelated to the BertModel/Zero3 index error." + "reason": "Different failures in different code paths: Qwen2.5-VL image processor import vs BertModel init under ZeRO-3." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve strict config handling, but they concern different models and different missing fields, so not the same defect." + "reason": "Both mention strict config, but one is a loading failure and the other is a field being silently dropped in a different model config." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings propagation are distinct code paths." + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Both mention embeddings/tokens, but one is a resize propagation bug while the other is Whisper empty-transcription handling after special-token alignment." + "reason": "Resize behavior for embeddings and Whisper empty-transcription generation are distinct bugs." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both are tied-embedding related, but one is inconsistent serialization and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Device-dependent tied-weight serialization is not the same as decoder.embed_tokens not changing after resize_token_embeddings." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing saved files and missing vision backend are different save/load problems." + "reason": "Missing files in save_pretrained and missing-vision-backend AutoProcessor errors are different symptoms and causes." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission in an MoE model is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss do not match." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT label reduction and Florence2 training-loss double-shift are different model-specific bugs." + "reason": "BEiT reduce_labels returning one label is unrelated to a training-loss double-shift bug in Florence2." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe compatibility with Transformers 5 is unrelated to PPDocLayoutV3 CPU/CUDA result differences." + "reason": "Qwen3-VL-Moe version compatibility and PPDocLayoutV3 CPU/CUDA divergence are different problems." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading failures on transformers>=5.1.0 and tokenizer decode-error masking are separate issues." + "reason": "Tokenizer loading under v5.1 and protobuf-error masking are separate tokenizer issues with different failure points." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generate() decoder mask bug and MLFlow job-status reporting are unrelated." + "reason": "Bart generate() UnboundLocalError and MLFlow run-state reporting after training failure are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "One is a specific model not supporting Flash Attention 2.0; the other is only a generic Flash Attention topic." + "reason": "Unsupported Flash Attention warning for Nemotron is not the same as the generic Flash Attention 2.0 issue." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality/background-class handling and Qwen3.5 variable-length position_ids are unrelated." + "reason": "DETR cardinality background-class handling and Qwen3.5 variable-length position_ids are different model-specific bugs." }, { - "left": "issue:44060", + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "The BEiT label-reduction bug is unrelated to the CohereASR training-loss double-shift bug." + }, + { + "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are different issues." + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are not the same underlying change." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "One is a tied-embeddings warning during LoRA fine-tuning; the other is a flash-attention generation regression." + "reason": "A tied-embeddings warning in fine-tuning is unrelated to Qwen3.5 flash-attention generation failures." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage do not share the same code path." + "reason": "BigBirdTokenizer special-token decode behavior and ESM2 being broken are distinct tokenizer/model issues." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory not released on deletion and final partial-batch results being dropped are different lifecycle bugs." + "reason": "RT-DETR memory release on deletion and MaskGenerationPipeline final-batch dropping are unrelated runtime bugs." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression and Windows ROCm torch.distributed import/type errors are unrelated." + "reason": "A video-input regression in Qwen models is unrelated to the Windows ROCm torch.distributed import issue." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 CUDA OOM are not the same underlying defect." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are completely different failure modes." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained and a double optimizer step under DeepSpeed are different bugs despite both mentioning DeepSpeed." + "reason": "ZeRO-3 from_pretrained problems and deepspeed optimizer stepping twice are not the same bug." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and a sam3_video/sam3_tracker config mismatch are separate SAM3 issues." + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as the wrong-model-type warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output and Qwen3OmniMoe video ValueError are unrelated." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows/ROCm dependency import errors do not match RTDetrModel forward shape/feature-level errors." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "AutoTokenizer loading in v5 and an accuracy regression in DeepSeek are different classes of problems." + }, + { + "left": "issue:46506", + "right": "issue:46851", + "accept": false, + "reason": "CPU/CUDA result divergence for PPDocLayoutV3 and Qwen3.5 variable-length position_ids are not the same issue." } ] }, @@ -13710,7 +13741,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 45, "review_unit_count": 61, "status": "reviewed", @@ -13720,18 +13751,19 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", "issue:42994", "issue:43065", "issue:43232", "issue:43441", "issue:43475", "issue:43482", - "issue:43540", "issue:43643", "issue:43646", "issue:43673", "issue:43701", - "issue:43723", "issue:43906", "issue:43931", "issue:43994", @@ -13744,13 +13776,14 @@ "issue:44623", "issue:44749", "issue:44871", - "issue:44877", + "issue:44933", "issue:44995", "issue:45103", "issue:45200", + "issue:45230", "issue:45375", + "issue:45397", "issue:45478", - "issue:45563", "issue:45588", "issue:45656", "issue:45685", @@ -13758,23 +13791,15 @@ "issue:46082", "issue:46123", "issue:46132", - "issue:46170", "issue:46202", "issue:46421", "issue:46431", - "issue:46710", "issue:46726", "issue:46752", - "issue:46832", "issue:46851", "issue:46858" ], "soft_pairs": [ - "issue:43475|issue:43540", - "issue:44877|issue:46170", - "issue:46170|issue:46832", - "issue:43723|issue:46710", - "issue:44368|issue:45563", "issue:44995|issue:45200", "issue:43931|issue:44368", "issue:44188|issue:46202", @@ -13797,235 +13822,223 @@ "issue:43441|issue:46752", "issue:45375|issue:45478", "issue:42994|issue:43482", - "issue:43232|issue:43673", "issue:43475|issue:43643", - "issue:44188|issue:46851" + "issue:43232|issue:43673", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:45230|issue:45397" ], - "prepared_review_unit_hash": "9b131206d965e0f5605fb4d5c0fa6448ddc18d13c9b12e7f726de968f22a68b8", + "prepared_review_unit_hash": "bb67d9011e3283ee79ac0e9993cd2010628790010ec2517b751e7846e5246b02", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36815, - "estimated_input_tokens": 9204, - "estimated_eval_tokens": 18664 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35474, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only superficially similar; there is one clear duplicate pair around Qwen3.5 MoE config loading. Everything else appears to be separate bugs or regressions in different code paths.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45375 is the most specific root-cause report in the only credible duplicate pair: it names the missing `deepstack_visual_indexes` field and the `@strict` drop behavior directly.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues: model-specific regressions, config/load failures, cache bugs, tokenizer/processor save problems, and a few compile/generation edge cases. The soft similarities are mostly superficial, so none of the proposed pairs should be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression report in the set ('Transformers 5.0.0 breaks custom model initialization') and is the best anchor for nearby v5-related breakage reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the best representative issue for this cluster because it captures the concrete underlying config-loading bug rather than the broader downstream symptom.", + "best_issue_reason": "issue:43646 is the clearest representative issue: it is specific enough to describe a concrete failure mode, but broad enough to sit near several other version-5 regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43475", - "right": "issue:43540", - "accept": false, - "reason": "Different models and failures: missing `fpn_position_embeddings` in SAM 3 video vs a video-input `ValueError` in Qwen3OmniMoe." - }, - { - "left": "issue:44877", - "right": "issue:46170", - "accept": false, - "reason": "Unrelated problems: strict config loading for `granite_speech` vs a Windows/ROCm `torch.distributed` import/type issue." - }, - { - "left": "issue:46170", - "right": "issue:46832", - "accept": false, - "reason": "Different subsystems and symptoms: platform import dependency issue vs RT-DETR feature-level mismatch in forward." - }, - { - "left": "issue:43723", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer loading failure and an accuracy regression are not the same bug or code path." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Both mention warnings, but they are different warnings in different generation/tokenization paths." - }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale cache crash in GlmMoeDsa is unrelated to Gemma 4 text-only fine-tuning requiring `mm_token_type_ids`." + "reason": "Different bugs: stale indexer cache on a second forward pass vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Shape-mismatch loading failure for Qwen3-VL is unrelated to a tie-embeddings warning during Qwen3.5 fine-tuning." + "reason": "Different failure modes and components: Qwen3-VL weight-shape mismatch on load vs a config warning about tie_word_embeddings in Qwen3.5 LoRA." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip token handling." + "reason": "One is a torch.compile attention-kernel divergence issue; the other is a Gemma pipeline roundtrip/tokenization problem. Not the same bug." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "API request rejection in `/v1/chat/completions` is a different bug from Gemma token roundtripping." + "reason": "API request acceptance regression in /v1/chat/completions is unrelated to a Gemma pipeline roundtrip failure on a special token." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the Gemma pipeline roundtrip failure." + "reason": "An isolated reproduction of another issue is not enough here; the concrete bug differs from the Gemma roundtrip problem." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "`StaticCache.get_seq_length()` return-type bug and a `LlamaConfig` validation error are distinct issues." + "reason": "Both are config/cache related, but one is a StaticCache return-type contract bug and the other is LlamaConfig rejecting explicit head_dim." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Different failure modes: stale indexer cache crash vs `flash_attention.py` `AttributeError` on `s_aux=None`." + "reason": "Second-forward stale cache crash vs flash_attention.py crashing on s_aux=None; different code paths and root causes." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve compile/cache themes, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." + "reason": "Both mention compile/cache behavior, but one is kernel divergence under torch.compile and the other is spurious recompilation from lazy cache init." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram kernel limitation is unrelated to missing chat template support in `apply_chat_template`." + "reason": "MPS histogram not implemented for Int is unrelated to apply_chat_template failing because a processor has no chat template." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Docstring annotation handling crash is unrelated to static-cache slice arithmetic failing on non-CUDA backends." + "reason": "auto_docstring annotations AttributeError is a documentation/introspection bug, while the other is a cache.get_seq_length device-tensor arithmetic bug." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save-pretrained problems, but tokenizer config mismatch and missing processor files are different bugs." + "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files; different artifacts and failure points." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "A dummy Conv2d in SAM 3 pixel decoding is unrelated to a masking pipeline partial-batch result drop." + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to MaskGenerationPipeline dropping a final partial batch." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and transformer-upgrade slowdown are unrelated." + "reason": "MLukeTokenizer AttributeError on tasks is not the same as a performance regression after upgrading Transformers." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Wrong outputs from siglip2 and missing-vision-backend processor detection are different loading/runtime issues." + "reason": "Nonsensical AutoModel/pipeline outputs for SigLIP2 are different from AutoProcessor rejecting a missing vision backend." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown after upgrade is unrelated to DeepSpeed double optimizer stepping." + "reason": "A throughput regression after upgrade is unrelated to optimizer.step being called twice under deepspeed." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and performance regression are not the same underlying bug." + "reason": "resume_from_checkpoint key mismatch is a checkpointing bug, not the same as the filtering slowdown report." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos-token-id config inconsistency is unrelated to AttentionInterface registration behavior changes." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register changing registered-function behavior are separate issues." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing files on `processor.save_pretrained` is unrelated to the optimizer being stepped twice under DeepSpeed." + "reason": "processor.save_pretrained missing files does not match a duplicated optimizer step under deepspeed." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic v5 custom-model initialization breakage and ESM2 breakage are different reports with different concrete causes." + "reason": "Both are broad regressions, but they affect different model families and different mechanisms; not the same underlying bug." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and empty-chat-template `IndexError` are unrelated." + "reason": "Ministral FlashAttention failure and empty-list apply_chat_template IndexError are unrelated." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Both describe the same Qwen3.5 MoE config-loading bug: a required field is dropped/ignored under strict loading, producing downstream `from_pretrained` errors." + "accept": false, + "reason": "Missing deepstack_visual_indexes in config is a specific config-field omission; Qwen3.5 Moe from_pretrained error is a different load-time regression." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are different directions and different model formats." + "reason": "Quantized model saving failure vs GGUF loading failure are opposite directions and different code paths." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "These are separate generation-related regressions with different triggers: `sync_gpus`/`_update_model_kwargs_for_generation` vs chunked-prefill cache handling." + "reason": "Missing fpn_position_embeddings in Sam3 output and AutoConfig trust_remote_code field loss are both about missing fields, but they are different subsystems and bugs." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Missing SAM3 vision encoder field and missing fields from `AutoConfig.from_pretrained` are different config-loading issues." + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache during chunked_prefill are distinct generation bugs." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Attention-kernel divergence under compile is unrelated to Qwen3.5 variable-length position-id handling." + "reason": "torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError is an environment/dependency issue, while Sentence Transformers getting stuck loading is a runtime hang." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and a non-existent import from image_utils are similar only at a very broad import level; not the same symbol or failure." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report provides no evidence of the same problem as the gemma-4 zero3 from_pretrained regression." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet metadata. The single accepted pair (45375/45478) is a plausible duplicate rooted in the same Qwen3.5 MoE config-loading failure, and the other soft-edge rejections are conservative based on distinct titles/symptoms." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 46, "review_unit_count": 61, "status": "reviewed", @@ -14035,14 +14048,15 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:28282", - "issue:30990", "issue:36010", "issue:39692", "issue:41628", + "issue:42175", "issue:42371", "issue:42673", + "issue:42831", "issue:42994", + "issue:43232", "issue:43278", "issue:43475", "issue:43525", @@ -14057,6 +14071,7 @@ "issue:44351", "issue:44373", "issue:44623", + "issue:44792", "issue:44857", "issue:44869", "issue:44933", @@ -14066,11 +14081,9 @@ "issue:45092", "issue:45103", "issue:45137", - "issue:45230", "issue:45310", "issue:45356", "issue:45375", - "issue:45397", "issue:45406", "issue:45593", "issue:45753", @@ -14085,26 +14098,23 @@ "issue:46877" ], "soft_pairs": [ - "issue:28282|issue:30990", - "issue:41628|issue:44933", - "issue:45230|issue:45397", + "issue:44964|issue:45137", "issue:45310|issue:45375", "issue:43475|issue:46821", - "issue:44964|issue:45137", "issue:43986|issue:46726", "issue:44869|issue:45356", "issue:44038|issue:44623", "issue:39692|issue:46726", - "issue:46463|issue:46877", "issue:44373|issue:46851", + "issue:46463|issue:46877", "issue:42994|issue:43525", "issue:42371|issue:45092", "issue:43723|issue:46326", - "issue:45406|issue:46202", "issue:43873|issue:44945", - "issue:44945|issue:45753", - "issue:41628|issue:44351", + "issue:45406|issue:46202", "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44945|issue:45753", "issue:44857|issue:46877", "issue:45593|issue:46877", "issue:42673|issue:43704", @@ -14114,222 +14124,225 @@ "issue:43278|issue:45137", "issue:42994|issue:43824", "issue:46202|issue:46701", - "issue:45081|issue:45103" + "issue:45081|issue:45103", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:42175|issue:44933" ], - "prepared_review_unit_hash": "b541748974b90acd393daaaf0e8fb4e0def7fa148c3f1b54b188e6c31c0decfc", + "prepared_review_unit_hash": "183eb71b8ad1fedf665b360ad0fbbc34cae31bc502e4d03c4df82fc36f3432ef", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36407, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose grab-bag of unrelated transformer/model bugs, not a tight duplicate set. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report.", - "confidence": 0.95, - "canonical_issue_reason": "issue:42673 is the earliest and more complete report of the exact same VRAM leak; issue:43704 has the same title and appears to be a duplicate.", + "summary": "One genuine duplicate pair appears here (the Qwen3ForCausalLM VRAM leak); the rest are false positives spanning unrelated import/API, tokenizer, quantization, and model-specific regressions.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42673 is the earliest, more complete report of the exact same Qwen3ForCausalLM VRAM leak; 43704 repeats the identical title and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the cleanest anchor for the cluster: specific, reproducible, and duplicated verbatim by a later report.", + "best_issue_reason": "42673 is the best issue representative because it is the clearest true duplicate anchor in this cluster and has the fuller original bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "Different failures: PyTorch missing import vs a loading hang in Sentence Transformers." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "Both are import-related, but they concern different missing symbols/modules and different code paths." - }, - { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Unrelated bugs: a placeholder bug report vs Gemma-4 ZeRO3 from_pretrained failure." + "reason": "Different bugs: one is a model loading regression, the other is a DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Related model family, but not the same bug: generic Qwen3.5 Moe from_pretrained error vs a missing config field in the vision config." + "reason": "Same model family, but not the same concrete failure; one is a from_pretrained error, the other is a missing vision config field." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different model-specific attribute errors on different components; no shared underlying bug." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Different subsystems and symptoms: model load regression vs DeepSpeed ZeRO3 deque underflow." + "reason": "Unrelated models and code paths; SAM 3 vision output attribute error is not the TimesFM window_size attribute bug." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both mention missing vision backend handling, but one is a video-model AutoProcessor crash and the other is an unrecognized image processor error." + "reason": "Both involve optional vision backend handling, but the concrete failures differ and do not look like one underlying bug." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions affecting different models and failure modes." + "reason": "Separate tokenizer/codec regressions in different models; no evidence they are the same code-path bug." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading error is unrelated to processor.save_pretrained missing files." + "reason": "Quantized-install/backend packaging and processor.save_pretrained file emission are different issues." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Doc example errors for SigLIP2 are not the same as the missing-vision-backend processor error." + "reason": "Docs/example errors are not the same as AutoProcessor's missing-vision-backend runtime behavior." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Incorrect validation error message is unrelated to auto_docstring stdout diagnostics." + "reason": "One is a docstring problem, the other is a runtime position_ids bug." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "One is a docstring issue; the other is a runtime bug with variable-length position_ids." + "reason": "Incorrect error message and doc-lint stdout noise are unrelated issues." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to a missing pad_token_id attribute on Llama4Config." + "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "TF32 API guidance and InternVL2 v5 meta-init incompatibility are different problems." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but they describe different regressions and different code paths." + "reason": "Tokenizer loading in v5 and mistral_common continue_final_message behavior are different code paths." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Gemma processor missing _tokenizer is not the same as the Gemma pipeline roundtrip failure." + "reason": "Offloading with quantization and incorrect pipeline-parallel output are unrelated bugs." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to pipeline-parallel incorrect outputs." + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Pipeline-parallel output corruption is not the same as a Qwen3.5 image-specific infinite loop." + "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 kernel registration." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing public imports: AutoImageProcessor vs HybridCache." + "reason": "Both are import errors, but for different symbols and likely different export regressions." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to a rotary-embedding registration error." + "reason": "Pipeline-parallel output corruption is unrelated to the Qwen3.5 infinite-loop-on-image report." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Training loss AMP crash is unrelated to auto_docstring emitting diagnostics at import time." + "reason": "AMP crash in LwDetrImageLoss is unrelated to docstring lint diagnostics on import." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior is unrelated to docstring lint output on import." + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring stdout diagnostics." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact duplicate: same title and same Qwen3ForCausalLM VRAM leak symptom." + "reason": "Identical title and same VRAM leak symptom in Qwen3ForCausalLM; 43704 is a later duplicate of 42673." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen model families and different loading errors; not the same concrete bug." + "reason": "Qwen3-VL-Moe loading failure is not the same as the Qwen3.5-Moe from_pretrained/config issue." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained failure is distinct from a from_pretrained load error." + "reason": "Both mention FP8/Moe models, but the actual failures are different and not one mergeable fix." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing API symbols and likely different regressions." + "reason": "Both are import errors, but they concern different exported symbols and different breakages." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Dtype drift between train/eval is unrelated to the ZeRO3 deque error." + "reason": "BF16-to-FP32 dtype drift during evaluate is unrelated to the ZeRO3 deque crash." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized saving failure is unrelated to a missing Qwen2.5-VL import." + "reason": "Quantized save_pretrained failure and Qwen2_5_VL import failure are unrelated." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both mention Gemma, but one is a tokenizer roundtrip problem and the other is a pipeline integration issue." + "reason": "Gemma tokenizer roundtrip failure and DiffusionGemmaGenerationOutput pipeline failure are different bugs." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral tokenizer backend_tokenizer crash is unrelated to the future-annotations docstring crash." + "reason": "Tokenizer regex crash and auto_docstring annotation handling are separate subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained mo e are different FP8-related problems, not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg sync bug and janus image-generation test failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend installation packaging issue and missing image_utils import are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The Qwen3ForCausalLM VRAM leak pair is a clear duplicate, and the remaining soft-edge verdicts are appropriately cautious rather than overstated." + "feedback": "The summary is grounded in the packet: 42673/43704 have identical titles and clearly describe the same Qwen3ForCausalLM VRAM leak, and the rest of the pair verdicts stay conservative based on distinct titles/symptoms. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -14340,7 +14353,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 47, "review_unit_count": 61, "status": "reviewed", @@ -14360,9 +14373,8 @@ "issue:42175", "issue:42222", "issue:42673", - "issue:42831", "issue:42898", - "issue:43232", + "issue:43295", "issue:43479", "issue:43504", "issue:43723", @@ -14372,23 +14384,24 @@ "issue:43976", "issue:44016", "issue:44079", - "issue:44222", + "issue:44295", "issue:44496", "issue:44568", "issue:44623", "issue:44625", "issue:44734", "issue:44779", - "issue:44792", "issue:44869", "issue:44933", "issue:45092", "issue:45103", "issue:45200", "issue:45310", + "issue:45356", "issue:45405", "issue:45561", "issue:45600", + "issue:45656", "issue:45712", "issue:45812", "issue:46077", @@ -14400,9 +14413,6 @@ "issue:46909" ], "soft_pairs": [ - "issue:42831|issue:44222", - "issue:43232|issue:44792", - "issue:42175|issue:44933", "issue:43504|issue:45561", "issue:45561|issue:45600", "issue:43976|issue:44933", @@ -14429,216 +14439,219 @@ "issue:27957|issue:30333", "issue:44734|issue:45103", "issue:30333|issue:34689", - "issue:42222|issue:45200" + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656" ], - "prepared_review_unit_hash": "d7839f6071f88e05676feebc157e07c99618fdbc26ba9a5a74e76ecc68f42597", + "prepared_review_unit_hash": "b857e673299bb2b42a87bbef8650ac7bd0c139055875cc39ea3aa925463486bb", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36795, - "estimated_input_tokens": 9199, - "estimated_eval_tokens": 18654 + "serialized_chars": 36949, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft edges mostly connect superficially similar issues (tokenizers, multimodal loading, docs, FP8) but not the same underlying bug. No PRs are present.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45561 is the best representative by triage value: it is open, highly referenced, and has clear reproduction details. That said, the set is not a true duplicate family, so the choice is pragmatic rather than semantic.", + "summary": "These items are mostly unrelated bug reports spanning model loading, tokenization, docs, training, and infra issues. I found no safe duplicate/merge candidates among the soft pairs; the closest cluster center is the v5 tokenization-regression issue, but even that is not a true duplicate umbrella.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 42898 is the best cluster representative only in a loose sense: it is a broadly stated v5 tokenization-behavior regression, which is the closest thematic center among the otherwise heterogeneous issues. It is not a true canonical for the whole set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45561 is the strongest standalone issue to surface because it is active, well-scoped, and has multiple inbound references; it is more actionable than the other candidates.", + "best_issue_reason": "Issue 42898 is the strongest single issue to anchor this cluster because it describes a general transformers v5 tokenization regression and is more central than the highly model-specific or environment-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression in FineGrainedFP8 and the other is a save_pretrained/MoE serialization bug; different code paths." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation-state update after sync_gpus is unrelated to a Janus image-generation test failure; no shared underlying bug." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Backend packaging/install omission and a missing image_utils import are different failures, even if both are import/setup related." - }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Beit legacy-field loading and an xdist captured-info race are unrelated subsystems and symptoms." + "reason": "Different bugs: pretrained preset loading with a legacy field vs an xdist race writing captured_info.txt." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A test-file race in patched utils is not the same bug as stale auto_mappings references to removed configs." + "reason": "One is a pytest-xdist file race; the other is stale auto_mappings references causing CI failures. Different code paths." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and a nonexistent import export are distinct issues." + "reason": "Unrelated failures: Python version support regression vs a missing/nonexistent image_utils import." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition failure and a testing-utils race do not share a code path." + "reason": "Unrecognized model/config error vs test-utility file race; no shared underlying bug." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after failed jobs is unrelated to an Adafactor/deepspeed OOM." + "reason": "MLFlow reporting on failed jobs is unrelated to DeepSpeed adafactor OOM behavior." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "A dependency version pin problem and docstring lint output at import time are unrelated." + "reason": "Released-version dependency pinning problem vs auto_docstring stdout noise at import time." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A SentenceTransformers loading hang is different from output-embedding reinitialization during resize." + "reason": "Sentence Transformers loading hang is unrelated to embedding reinitialization in post_init." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but clean_up_tokenization_spaces behavior and add_special_tokens/BOS-EOS handling are different bugs." + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and behaviors; not the same bug." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging backend omission and leftover dummy classes leaking into dir() are unrelated maintenance issues." + "reason": "Backend dependency omission vs leftover dummy class cleanup; different maintenance issues." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Multimodal config default initialization and VideoPrism output field misassignment are different model bugs." + "reason": "Multimodal config default initialization bug vs wrong hidden_states mapping in a classifier output." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention-mask construction for Gemma 4 and final-partial-batch handling in MaskGenerationPipeline are separate problems." + "reason": "Attention-mask construction bug vs partial-batch pipeline bookkeeping bug; no common code-path." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor.save_pretrained missing files and Qwen3.5 MoE from_pretrained errors are both loading-related but not the same failure." + "reason": "Processor save_pretrained file omission is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "A VRAM leak in multi-threaded dataloaders is not the same as a long-context FA2 performance regression." + "reason": "VRAM leak with multiple dataloader threads vs FA2 long-context generation performance regression." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config defaults for Phi4Multimodal and Whisper timestamp decode crashes are unrelated code paths." + "reason": "Default config initialization issue vs Whisper timestamp decode crash; different subsystems." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer.from_pretrained failure and missing BOS/EOS on add_special_tokens are different tokenizer regressions." + "reason": "AutoTokenizer loading failure in v5 is distinct from add_special_tokens not adding BOS/EOS for a specific tokenizer." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one concerns cleanup-space behavior and the other wrong Granite token IDs; not the same bug." + "reason": "General clean_up_tokenization_spaces behavior change vs wrong Granite token IDs from AutoTokenizer; separate regressions." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error and a documentation parameter-name mismatch are different doc issues." + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." }, { "left": "issue:44625", "right": "issue:46877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and auto_docstring stdout noise have no shared underlying code path." + "reason": "Qwen3.5 num_labels propagation bug is unrelated to auto_docstring import-time diagnostics." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different behaviors: cleanup spacing versus DeepSeek token output correctness." + "reason": "Both are tokenizer regressions, but Deepseek codec handling is a different failure mode than clean_up_tokenization_spaces behavior." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "These are both broken docs examples, but for different models/examples and different failure modes." + "reason": "Both are broken docs examples, but they concern different models and different failure causes." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config initialization and ModelOutput key assignment are separate core issues." + "reason": "Multimodal config defaults vs ModelOutput key assignment bug; unrelated implementations." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "A missing GLM46V processor method and an InternVL2 meta-init incompatibility are different multimodal-loading bugs." + "reason": "Missing image patch counting method and remote-code meta-init incompatibility are different model-loading issues." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import-related, but one is a NameError in sentence-transformers and the other is a missing Qwen2.5-VL class export." + "reason": "Import error in sentence-transformers vs missing Qwen2.5-VL export; different symbols and packages." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow reporting after failed training." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLFlow reporting after failed training jobs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "A serving KV-cache indexing crash and an auto_docstring annotations crash are different subsystems." + "reason": "Serve KV-cache continuation crash vs auto_docstring crash under future annotations; different layers and code paths." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting and Llama 3.2 Vision model loading regressions are unrelated." + "reason": "Failed-job MLFlow reporting is unrelated to Llama 3.2 Vision model loading regression." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are different model-family bugs." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids handling are different multimodal issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs processor/tokenizer access regression; different breakages." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec/warning regression is not the same as the generic clean_up_tokenization_spaces change." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer reading error is unrelated to DeepSpeed double optimizer-step behavior." } ] }, @@ -14652,7 +14665,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 48, "review_unit_count": 61, "status": "reviewed", @@ -14670,10 +14683,9 @@ "issue:42757", "issue:42796", "issue:42831", - "issue:42898", "issue:43116", "issue:43122", - "issue:43295", + "issue:43232", "issue:43479", "issue:43644", "issue:43723", @@ -14697,23 +14709,22 @@ "issue:45125", "issue:45245", "issue:45310", - "issue:45356", "issue:45405", "issue:45656", "issue:45712", + "issue:45834", "issue:46082", "issue:46132", "issue:46209", "issue:46231", + "issue:46424", + "issue:46431", "issue:46614", "issue:46710", "issue:46762", "issue:46932" ], "soft_pairs": [ - "issue:42898|issue:43295", - "issue:42898|issue:45356", - "issue:44295|issue:45656", "issue:43116|issue:44190", "issue:30333|issue:35141", "issue:44222|issue:44297", @@ -14725,8 +14736,8 @@ "issue:44360|issue:46762", "issue:42831|issue:44623", "issue:44297|issue:45656", - "issue:42796|issue:43723", "issue:44222|issue:44623", + "issue:42796|issue:43723", "issue:44448|issue:46132", "issue:45245|issue:46132", "issue:43479|issue:43644", @@ -14740,216 +14751,226 @@ "issue:46614|issue:46932", "issue:43122|issue:46209", "issue:44263|issue:45092", - "issue:44190|issue:46082" + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:46209|issue:46431" ], - "prepared_review_unit_hash": "ee1cbba10a4aa09f4dce9177175f13c7a8b36b092248bf142f5faced20f071ba", + "prepared_review_unit_hash": "c0cb5901b2fd434349179de0adda5ec57e7cc4ca00f0d619581ed39b91c2dd50", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35893, - "estimated_input_tokens": 8974, - "estimated_eval_tokens": 18204 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36674, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are all false positives: they share broad themes like tokenization, imports, or save_pretrained, but each points to a different concrete bug or code path.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items span unrelated failures, so there is no duplicate hub to collapse into one issue.", + "summary": "The soft pairs mostly reflect superficial lexical overlap (imports, save_pretrained, tokenization, config, etc.) but not the same underlying bug or change. I rejected all candidate edges and found no clear duplicate cluster among these issues.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue overall; if a representative were forced, 42898 is one of the broadest regression reports, but it does not subsume the rest.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Both are v5 regressions, but one is about clean_up_tokenization_spaces and the other about processor.tokenizer/image passing; different bugs." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Tokenizer regressions in general, but 45356 is a Kimi-K2.5 codec/regex warning issue, not the same behavior change as 42898." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is unrelated to DeepSpeed making optimizer.step run twice." - }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both hit example scripts, but one is multi-label classification returning empty results and the other is local dataset loading failure in a different script." + "reason": "Different bugs: empty multi-label results vs local dataset loading." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow not reporting failed training is unrelated to output embeddings being reinitialized after resize." + "reason": "Unrelated areas: MLflow reporting vs embedding reinitialization." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained problems and tokenizer_class mismatch in tokenizer_config.json are different save paths and failures." + "reason": "Both involve save_pretrained, but one is FP8 MOE serialization and the other is tokenizer metadata mismatch." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A dependency minimum-version bump is unrelated to leftover dummy classes leaking into the package namespace." + "reason": "PEFT version requirement vs leftover dummy classes are unrelated." }, { "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; different causes." + "reason": "Import errors, but for different modules and root causes." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "An incorrect tied-weights warning is not the same as a missing _tp_plan for tensor parallelism." + "reason": "Different Qwen3-MOE issues: tied-weights warning vs missing tensor-parallel plan." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Unused SGD arguments in the optimizer are a code bug, while the set_training issue is just a documentation parameter-name mismatch." + "reason": "Optimizer runtime bug vs docstring typo only." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "A nonexistent image_utils import and dummy classes leaking into dir(transformers) are separate packaging issues." + "reason": "Missing image_utils import vs dummy class cleanup are not the same bug." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "The DSA indexer missing a ReLU is an architecture/design discussion, not the same as Minimax attention numerical differences." + "reason": "DSA indexer design discussion vs Minimax attention numerical mismatch." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy loss is unrelated to processor.save_pretrained omitting files." + "reason": "FP8 accuracy regression vs processor save_pretrained file omission." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer metadata mismatch on save is unrelated to an optimizer stepping twice under DeepSpeed." + "reason": "Tokenizer save_pretrained metadata bug is unrelated to optimizer stepping twice." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Ministral BPE-marker handling and AutoTokenizer.from_pretrained loading failures are different tokenizer bugs." + "reason": "Different serialization failures in different components." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "FP8 save_pretrained for MoE and processor save_pretrained missing files are different components and failure modes." + "reason": "Tokenizer BPE-marker handling vs tokenizer loading error are different bugs." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression across versions is unrelated to AttentionInterface.register changing callback behavior." + "reason": "Model output regression vs AttentionInterface registration behavior change." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime limits and AttentionInterface.register semantics are unrelated." + "reason": "Category-cardinality runtime error is unrelated to attention registration." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Bad default vision/audio config initialization is unrelated to non-persistent buffers being filled with junk." + "reason": "Config default initialization bug vs non-persistent buffer corruption." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are missing-import reports, but for different symbols in different packages with different fixes." + "reason": "Both are import failures, but for different symbols and packages." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as a GLM-5 RoPE implementation bug." + "reason": "Docstring issue vs RoPE implementation bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." + "reason": "Tokenizer save_pretrained metadata mismatch vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "AttentionInterface.register behavior changes do not match a model accuracy regression after upgrading Transformers." + "reason": "Function registration semantics vs downstream accuracy regression." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression is unrelated to LlamaConfig rejecting explicit head_dim under divisibility constraints." + "reason": "PretrainedConfig typing regression vs LlamaConfig head_dim validation." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bugs and the default max_shard_size question are not the same problem." + "reason": "FP8 MOE save_pretrained bug vs shard-size default question." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading issues in v5 are unrelated to Qwen3.5 flash-attention generation failures." + "reason": "Tokenizer loading issue vs flash-attention generation bug." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer language backend state is unrelated to Gemma4 quantized vision/audio embedder dtype casting." + "reason": "Stale phonemizer backend state vs Gemma4 quantized-embedder dtype casting." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization differences across versions and FP8 inference failing on B200 are unrelated bugs." + "reason": "Tokenization change regression vs FP8 inference failure on B200." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to remote-code checkpoint incompatibility with v5 meta initialization." + "reason": "Moe indexer split bug vs remote-code meta-init incompatibility." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading vs LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update bug vs cache length config behavior." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation-path bug vs OCR input index error." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access bug vs processor save_pretrained missing files." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 hardware inference failure vs chat template availability error." } ] }, @@ -14963,7 +14984,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 49, "review_unit_count": 61, "status": "reviewed", @@ -14981,26 +15002,29 @@ "issue:39401", "issue:41628", "issue:42757", + "issue:42796", "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", + "issue:43122", "issue:43232", "issue:43408", "issue:43475", + "issue:43540", "issue:43644", + "issue:43646", "issue:43824", "issue:44038", + "issue:44188", "issue:44261", "issue:44263", "issue:44279", - "issue:44295", "issue:44360", "issue:44373", "issue:44483", "issue:44568", - "issue:44623", "issue:44829", "issue:45092", "issue:45278", @@ -15008,26 +15032,19 @@ "issue:45357", "issue:45381", "issue:45406", + "issue:45593", "issue:45753", - "issue:45834", "issue:46002", "issue:46050", - "issue:46209", "issue:46305", "issue:46328", "issue:46369", "issue:46402", - "issue:46424", - "issue:46431", "issue:46655", "issue:46909" ], "soft_pairs": [ - "issue:43232|issue:46424", - "issue:43232|issue:45834", - "issue:44295|issue:44623", "issue:43475|issue:46305", - "issue:46209|issue:46431", "issue:44263|issue:44360", "issue:46305|issue:46655", "issue:44263|issue:44373", @@ -15041,9 +15058,9 @@ "issue:44261|issue:45092", "issue:22355|issue:27957", "issue:44483|issue:45406", - "issue:43644|issue:46305", "issue:42831|issue:44038", "issue:44829|issue:46002", + "issue:43644|issue:46305", "issue:41628|issue:43824", "issue:43408|issue:46402", "issue:42831|issue:45753", @@ -15052,216 +15069,241 @@ "issue:42886|issue:43066", "issue:42886|issue:42994", "issue:42757|issue:45278", - "issue:27957|issue:30990" + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909" ], - "prepared_review_unit_hash": "5e4b41f9f37573d035a6069c0268053acae84c75c85fe86d9e91021d52943b75", + "prepared_review_unit_hash": "97344cbc63fc098604b653e93db420a80e81b3a491d9e8ba210728976ecef9a8", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36161, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "soft_pair_count": 33, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster; it spans many unrelated bugs across tokenization, imports, quantization, SAM3/Qwen models, cache/offline behavior, and docs. None of the soft pairs are the same concrete underlying issue.", + "summary": "This cluster is a heterogeneous mix of unrelated issues across tokenizers, vision/video models, quantization, imports, and generation behavior. All soft pairs look like false positives rather than duplicates of the same underlying bug.", "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not share one underlying bug or change to consolidate around.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global canonical representative because the set is too diverse; any single issue would be overly narrow and misleading.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43232", - "right": "issue:46424", - "accept": false, - "reason": "Different code paths: generation kwargs after sync_gpus vs cache max length handling." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Unrelated generation sync bug vs Kosmos2.5 OCR index error." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Position_ids buffer access error is unrelated to missing processor save files." - }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 attribute error and MoonshineStreaming mask off-by-one are different models and bugs." - }, - { - "left": "issue:46209", - "right": "issue:46431", - "accept": false, - "reason": "FP8 B200 inference failure is unrelated to processor chat-template/save_pretrained behavior." + "reason": "Different SAM3 video encoder attribute error vs MoonshineStreaming sliding-window off-by-one; unrelated code paths." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both touch DSA indexer, but one is split output behavior and the other is missing ReLU; not the same bug." + "reason": "Both mention DSA indexer, but one is torch.split return handling and the other is a missing ReLU; different bugs." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Different processors/models: streaming mask logic vs video padding calculation." + "reason": "Different models/processors and different video-processing failures." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer tensor split bug vs docstring issue for position_ids." + "reason": "Indexer tensor-splitting bug vs docstring issue for position_ids; not the same bug." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to SigLIP2 zero probabilities." + "reason": "Sentence Transformers loading hang vs SigLIP2 zero probabilities; unrelated symptoms and subsystems." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Quantization accuracy regression vs Qwen3.5 MoE from_pretrained error; different failures." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different models and failures: InternVL2 meta-init incompatibility vs Qwen3.5 save_pretrained key regression." + "reason": "Both involve v5 model compatibility, but different model families and different save/load code paths." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "SAM3 LiteText memory overflow is unrelated to a broken DIA documentation example." + "reason": "SAM3 LiteText memory overflow vs a broken DIA documentation example; no underlying bug match." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals differs from sinq quantized save/load corruption." + "reason": "Different quantization/save-load problems for different schemes and model families." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "General dependency issue is unrelated to SequenceFeatureExtractor.pad performance regression." + "reason": "Generic dependency issue vs a SequenceFeatureExtractor.pad performance bug; unrelated." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL video position_ids bug is unrelated to MoonshineStreaming window masking." + "reason": "Qwen2.5-VL vision_position_ids bug vs MoonshineStreaming mask off-by-one; different models and logic." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Layernorm epsilon precision mismatch is unrelated to remote-code checkpoint meta initialization." + "reason": "MLA layernorm epsilon precision problem vs remote-code/meta-init incompatibility; not the same issue." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "ONNX import failure and Flash Attention 2 behavior are unrelated." + "reason": "Missing transformers.onnx import vs XLMRoberta Flash Attention 2 issue; unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "v5.3 chat/completions request rejection is unrelated to Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:43644", - "right": "issue:46305", - "accept": false, - "reason": "Non-persistent buffer junk in v5.0 is unrelated to streaming mask off-by-one." + "reason": "Chat/completions request acceptance bug vs Gemma4Processor serve crash due to missing _tokenizer; different components." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy issue is unrelated to Qwen3-VL-Moe from_pretrained errors." + "reason": "General FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe v5 bug; different problems." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash Attention 3 training degeneration is unrelated to NaNs on checkout/init." + "reason": "Flash Attention 3 training degeneration vs NaNs in classification heads after checkout/init; not the same code-path." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Transformers 5.0 buffer initialization bug vs MoonshineStreaming attention-window bug; unrelated." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but different missing symbols and likely different causes." + "reason": "Two separate import errors for different symbols; shared symptom only, not one underlying bug." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "SAM3 tracker/model-type warning is unrelated to missing text encoder weights in SAM3 model loading." + "reason": "SAM3 tracker/model-type warning vs SAM3 model text-encoder weights not loaded; different failures." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issue and Qwen3_5 infinite loop are different symptoms and code paths." + "reason": "Quantization accuracy issue vs Qwen3_5 infinite-loop image bug; unrelated." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "ONNX module import failure is unrelated to tokenizer added-token spacing." + "reason": "Module import failure vs tokenizer spacing after added token; distinct issues." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but offset_mapping and add_special_tokens/BOS-EOS are different defects." + "reason": "Offset mapping bug vs BOS/EOS special-token insertion regression; different tokenizer behaviors." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure is unrelated to wrong tokenizer decoder type in v5." + "reason": "Offline cache loading failure vs wrong decoder type in v5; different tokenizer issues." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache loading and quantized model saving are separate issues." + "reason": "Tokenizer cache/offline bug vs quantized model saving failure; unrelated." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A single huggingface_hub import error is not the same as many import errors after a transformers upgrade." + "reason": "huggingface_hub import error vs broad Transformers import errors after upgrade; too generic to be the same bug." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "XLMRoberta Flash Attention 2 issue is unrelated to Sentence Transformers loading hang." + "reason": "Flash Attention 2 on XLMRoberta vs Sentence Transformers loading hang; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs position_ids docstring typo; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 tracker/model-type warning vs SAM3 LiteText memory overflow; different symptoms." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs D-FINE denoising/aux-loss behavior; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE marker handling vs version-to-version tokenization difference; related area but not the same concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads on checkout/init; not enough evidence of one bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs vs broken DIA docs example; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs DIA documentation example; completely different." } ] }, @@ -15275,7 +15317,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 50, "review_unit_count": 61, "status": "reviewed", @@ -15285,76 +15327,70 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:22355", + "issue:29159", "issue:30990", "issue:33357", "issue:39401", "issue:41628", "issue:42371", - "issue:42796", + "issue:42757", "issue:42907", + "issue:43116", "issue:43122", - "issue:43232", "issue:43408", "issue:43452", "issue:43475", - "issue:43540", "issue:43576", - "issue:43646", "issue:43756", "issue:43784", + "issue:43824", "issue:43937", "issue:43976", "issue:44038", "issue:44060", "issue:44117", - "issue:44188", + "issue:44222", "issue:44263", "issue:44295", "issue:44297", + "issue:44351", "issue:44360", - "issue:44373", "issue:44485", "issue:44488", "issue:44521", "issue:44625", "issue:44704", + "issue:44779", "issue:44829", "issue:44945", "issue:44964", + "issue:45200", + "issue:45216", "issue:45278", "issue:45290", - "issue:45381", - "issue:45593", + "issue:45478", "issue:45600", - "issue:46002", "issue:46172", "issue:46326", - "issue:46369", - "issue:46762", - "issue:46909" + "issue:46614", + "issue:46762" ], "soft_pairs": [ - "issue:44188|issue:44373", - "issue:43408|issue:46369", - "issue:43232|issue:45593", - "issue:42796|issue:43122", - "issue:43646|issue:46002", - "issue:45381|issue:46909", - "issue:43540|issue:46909", - "issue:30990|issue:33357", "issue:42907|issue:44945", + "issue:30990|issue:33357", "issue:44295|issue:44297", "issue:43576|issue:43784", "issue:42371|issue:44263", - "issue:39401|issue:44488", "issue:42907|issue:44964", + "issue:39401|issue:44488", "issue:43976|issue:44945", "issue:46172|issue:46762", - "issue:42907|issue:43937", "issue:43756|issue:44060", "issue:41628|issue:45278", - "issue:43784|issue:45600", + "issue:42907|issue:43937", "issue:44117|issue:44704", + "issue:43784|issue:45600", "issue:39401|issue:44521", "issue:44704|issue:45290", "issue:44625|issue:44829", @@ -15364,222 +15400,236 @@ "issue:44038|issue:44297", "issue:43122|issue:46326", "issue:42907|issue:43452", - "issue:44038|issue:44295" + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:39401|issue:46614", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351" ], - "prepared_review_unit_hash": "6b6e8c69bc4451e4095ad1266da23e4e1f739e25e3be204bce4d66542fc05b45", + "prepared_review_unit_hash": "5c3b4c11aa856726afbe3e5b57aa81fe390c5e9731eaa1564945fd2ad0c90ef9", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 35942, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36965, + "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 broad and mostly heterogeneous: a few issues relate to v5 upgrade/import regressions, but most are model-specific tokenizer, generation, or multimodal bugs. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s main theme: upgrade regressions in v5 causing import failures and API breakage.", + "summary": "The cluster is heterogeneous: most items are unrelated bug reports, with only broad thematic overlap around v5 regressions and import/tokenizer issues. None of the suggested soft edges look like true duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s repeated v5 import/regression theme, so it is the best single issue to anchor triage even though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global representative because it captures the widest, most reusable symptom in the cluster (many import errors after upgrading).", + "best_issue_reason": "Issue 45278 is the strongest cluster representative because it captures the most general, user-facing failure mode among the mixed reports, especially the import-breakage subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "Different bugs: torch.compile attention-kernel divergence vs a docstring issue for position_ids." - }, - { - "left": "issue:43408", - "right": "issue:46369", - "accept": false, - "reason": "Different SAM 3 problems: model-type warning on import/config vs memory overflow in sam3-litetext." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Unrelated: generation kwargs after sync_gpus vs D-FINE auxiliary-loss behavior." - }, - { - "left": "issue:42796", - "right": "issue:43122", - "accept": false, - "reason": "Both tokenizer-related, but one is BPE marker handling for a specific model and the other is a cross-version tokenization drift report; not the same bug." - }, - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Custom model initialization breakage is distinct from NaNs in classification heads after checkout/init." - }, - { - "left": "issue:45381", - "right": "issue:46909", - "accept": false, - "reason": "Multimodal video position-id bug vs broken documentation example; unrelated." - }, - { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to a DIA docs example." + "reason": "Different failure modes and subsystems: dequantized save/load vs pipeline-parallel output correctness." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different loading failures: Sentence Transformers getting stuck vs MacOS bus error with a CLIP model." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Dequantized Ministrals save failure is unrelated to incorrect pipeline-parallel LLM outputs." + "reason": "Unrelated symptoms and code paths: loader hanging vs MacOS bus error on a CLIP model." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position_ids buffer access error and tokenizer_class mismatch are different tokenizer serialization bugs." + "reason": "One is a tensor/buffer access issue, the other is tokenizer metadata mismatch during save_pretrained." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Both are v5 breakages, but one is the env command and the other is an import NameError; different code paths." + "reason": "Different problems: env CLI breakage vs a NameError during sentence-transformers import." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and torch.split return semantics in GlmMoeDsaIndexer are unrelated." + "reason": "TF32 settings warning is unrelated to the GlmMoeDsaIndexer torch.split behavior." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Qwen3 offset_mapping bug vs inability to load a separate model; not the same issue." + "reason": "Different models and failures: dequantized saving vs loading a specific multimodal checkpoint." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal." + "reason": "Different tokenization/model-loading bugs with no clear shared code path." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version support regression vs pipeline-parallel output corruption; unrelated." + "reason": "Python version compatibility issue vs incorrect output under pipeline parallelism." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Both involve numerical behavior, but they are different models and different attention implementations; not mergeable as one fix." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Dequantized model saving and invalid GenerationConfig for GLM-5 are separate problems." + "reason": "Both are numerical/model-quality complaints, but they concern different models and different attention implementations." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE layer selection in Smollm3 is unrelated to tied-weights warnings in Qwen3-Next." + "reason": "Different model-family implementation issues: RoPE layer dropping vs tied-weights warning in Qwen3-Next." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both mention import failures, but one is a specific missing AutoImageProcessor symbol and the other is broad post-upgrade import breakage; not enough evidence of the same root cause." + "reason": "These overlap only at the broad level of import failures; the concrete missing symbols and root causes are not the same." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings references breaking CI." + "reason": "Save/dequantization bug is unrelated to invalid GenerationConfig handling." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different from_pretrained plumbing bugs." + "reason": "Tokenizer mapping None handling is a different code path from AutoProcessor kwargs forwarding." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer offset mapping and multimodal assistant masks are distinct tokenizer/template issues." + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is offset mappings and the other is assistant mask generation for multimodal chat templates." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor cached_file kwargs and apply_chat_template tool-call crash are unrelated APIs." + "reason": "Both touch chat/processor APIs, but one is kwargs propagation to cached_file and the other is a tokenize=True crash on tool-call messages." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + "reason": "Qwen3.5 config propagation and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM 3 Video, but one is a config/type warning and the other is a missing attribute in the encoder output; different bugs." + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Cross-version tokenization drift and all-zero assistant masks are different tokenizer/template failures." + "reason": "Generic tokenizer regression and multimodal assistant-mask bug are different issues." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch are unrelated." + "reason": "Qwen3-VL-Moe compatibility and tokenizer_class save metadata mismatch are not the same defect." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Tokenization differences across versions and mistral_common continue_final_message behavior are not the same underlying bug." + "reason": "Different tokenizer regressions affecting different behaviors and likely different code paths." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized model saving and gguf_file loading for AutoTokenizer/AutoModelForCausalLM are unrelated." + "reason": "Dequantized save failure is unrelated to gguf_file loading for AutoTokenizer/AutoModel." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe issue and position_ids buffer read problem are different code paths." + "reason": "Qwen3-VL-Moe bug and position_ids buffer access bug are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and version 5.4.0, but one is save_pretrained corruption while the other is from_pretrained failure; not the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and FP8 save_pretrained issue are different code paths and failure modes." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer offset mapping regression is unrelated to stale phonemizer language state." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script classification output issue is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and do not appear to share the same root cause." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate import failures." } ] }, @@ -15593,7 +15643,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 51, "review_unit_count": 61, "status": "reviewed", @@ -15604,41 +15654,39 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:22355", + "issue:28348", "issue:29127", - "issue:29159", "issue:36296", "issue:38617", - "issue:39401", "issue:42175", "issue:42371", "issue:42673", - "issue:42757", "issue:42898", "issue:43066", "issue:43116", - "issue:43122", "issue:43278", "issue:43493", "issue:43611", - "issue:43824", + "issue:43618", + "issue:43825", "issue:43874", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", + "issue:44075", "issue:44188", - "issue:44222", - "issue:44351", "issue:44355", "issue:44485", "issue:44610", "issue:44625", + "issue:44704", "issue:44779", + "issue:44936", "issue:44938", "issue:44945", "issue:45072", "issue:45083", - "issue:45200", - "issue:45216", "issue:45278", "issue:45357", "issue:45446", @@ -15648,18 +15696,13 @@ "issue:46231", "issue:46328", "issue:46614", + "issue:46640", + "issue:46710", + "issue:46829", "issue:46877", "issue:46909" ], "soft_pairs": [ - "issue:45216|issue:45478", - "issue:22355|issue:29159", - "issue:39401|issue:46614", - "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:43116|issue:45200", - "issue:43122|issue:44779", - "issue:42757|issue:44351", "issue:36296|issue:43116", "issue:43278|issue:44945", "issue:42175|issue:44938", @@ -15681,216 +15724,204 @@ "issue:44625|issue:46002", "issue:42371|issue:43874", "issue:45083|issue:45446", - "issue:44610|issue:46909" + "issue:44610|issue:46909", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640" ], - "prepared_review_unit_hash": "3787419c5da0287b38cdab3c4836b075d1067a326b1419041edbe5174afb59a3", + "prepared_review_unit_hash": "4d15b3afd81aced0e4a69632556fa9a3a782a32b88279725c4c19ad7a9ca5f47", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35708, - "estimated_input_tokens": 8927, - "estimated_eval_tokens": 18110 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and does not contain a clear duplicate set. A few items revolve around Qwen3.5 save/load/tokenizer regressions, but they still look like separate bugs rather than one mergeable fix.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45216 is the strongest anchor among the related reports: it is a concrete, version-scoped Qwen3.5 save_pretrained regression with inbound references and a precise failure mode.", + "summary": "This cluster is very loose: the items span unrelated import errors, model regressions, tokenizer behavior changes, docs bugs, and training/inference issues. I found no true duplicate pair among the soft edges, so I rejected all of them.", + "confidence": 0.27, + "canonical_issue_reason": "Best umbrella representative is issue:45278 because it is a broad upgrade/regression report about widespread import failures, making it the most general issue in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best representative issue if one must be chosen, because it is specific, actionable, and closest to the small Qwen3.5 serialization subgroup.", + "best_issue_reason": "issue:45278 is the best single issue to stand in for the cluster because it is broad and regression-oriented, though it still does not match the many model-specific bugs here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Same model family and release window, but one is a save_pretrained regression and the other is a from_pretrained import/load error; too different to treat as the same bug." - }, - { - "left": "issue:22355", - "right": "issue:29159", - "accept": false, - "reason": "Unrelated topics: ONNX module import failure vs tokenizer slow/fast inconsistency." - }, - { - "left": "issue:39401", - "right": "issue:46614", - "accept": false, - "reason": "Different subsystems and symptoms: tokenizer offset mapping vs phonemizer language backend state." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Both mention Qwen/MoE, but one is a general transformers 5.0 compatibility bug and the other is FP8 save_pretrained behavior; not the same concrete failure." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Classification example script returns empty results vs Gemma 4 multimodal token type IDs defaulting; unrelated bugs." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different observed failures." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Different import sources and symbols: huggingface_hub import error vs transformers HybridCache import error." - }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug is unrelated to the multi-label classification example issue." + "reason": "Different failures: tensor-parallel training bug vs. run_classification.py empty multi-label outputs." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as incorrect output under pipeline parallelism." + "reason": "Different code paths: dtype change between train/eval vs. incorrect pipeline-parallel LLM output." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Package backend dependency issue vs Python 3.14 load failure; no shared bug." + "reason": "Unrelated problems: optional TF backend packaging vs. Python 3.14 import/load failure." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "ONNX import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "No shared underlying bug: missing transformers.onnx module vs. LayoutLMv3 error-message clarity." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both touch Qwen3_5 vision, but one is a HF-vs-JAX implementation discrepancy and the other is an infinite loop on one image; too different to merge." + "reason": "Different model behaviors: SigLIP2 HF/JAX discrepancy vs. Qwen3.5 infinite loop on one image." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter name mismatch vs auto_docstring printing diagnostics at import time are unrelated." + "reason": "Docs mismatch in one case, import-time stdout logging in the other; not the same bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to numpy/list padding performance." + "reason": "Different concerns: torch.compile attention branching vs. padding performance overhead." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation failure and RoPE implementation discussion are different GLM-5 issues." + "reason": "Same model family but different issues: invalid GenerationConfig vs. RoPE implementation discussion." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing import vs broad post-upgrade import breakage; too coarse to call duplicate." + "reason": "Both involve imports, but one is a specific missing symbol and the other is a broad post-upgrade import failure report." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup behavior changes and stale phonemizer language backend are unrelated." + "reason": "Tokenizer cleanup behavior change vs. stale espeak backend state; not the same defect." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but on different models and likely different code paths." + "reason": "Both tokenizer-related, but one is decoder type regression and the other is DeepSeek output correctness." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe compatibility bug vs Qwen3.5 Moe from_pretrained error; related area, but not the same underlying bug." + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but the concrete failures are different from_pretrained/load paths." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base model prefix loading regression is unrelated to NaNs in classification heads after init/checkout." + "reason": "Model loading with base_model_prefix vs. NaNs in classification heads are unrelated bugs." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support regression is unrelated to the flex_attention AuxRequest version check." + "reason": "Different compatibility checks: Python version support vs. PyTorch version gating for AuxRequest." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file import errors are unrelated to a documentation typo." + "reason": "Compiled-file execution errors and a doc parameter-name typo are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification example bug is unrelated to a SigLIP2 implementation discrepancy." + "reason": "Classification script output bug vs. SigLIP2 implementation discrepancy; different models and symptoms." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded dataloader use is unrelated to dtype mismatch in bfloat16 inference." + "reason": "VRAM leak in Qwen3ForCausalLM threads vs. dtype mismatch in inference; no shared code-path bug." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect visual encoder key saving and the other is a from_pretrained error; similar area, distinct bug." + "reason": "Same model area, but save_pretrained key serialization and from_pretrained load failure are different issues." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same failure." + "reason": "num_labels propagation bug vs. NaNs after checkout/init are not the same failure." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior guidance and missing image-patch API are unrelated." + "reason": "TF32 API guidance and a missing image-processor method are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feat-extract output length helper behavior in qwen3_omni_moe is unrelated to flex_attention PyTorch version checking." + "reason": "Feature-extraction length helper behavior vs. PyTorch version check bug are different problems." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor/model input-size mismatch is unrelated to a broken documentation example." + "reason": "Processor/model input-size mismatch vs. broken documentation example; not duplicates." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embedding weights in from_pretrained vs. cached_file kwargs forwarding are different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs. trainer.evaluate after train are unrelated training issues." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field regressions, but for different model/output classes and different concrete symptoms." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label classification outputs vs. pipeline task-support error message; different bugs." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A feature request for GPT2 flash-attention support is not the same as a generic Flash Attention 2 issue." } ] }, @@ -15904,7 +15935,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 52, "review_unit_count": 61, "status": "reviewed", @@ -15914,62 +15945,56 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:28348", "issue:33453", + "issue:38617", "issue:39401", + "issue:41628", "issue:42222", "issue:42673", "issue:42796", "issue:43064", - "issue:43066", - "issue:43116", + "issue:43122", + "issue:43408", "issue:43441", "issue:43450", - "issue:43618", "issue:43673", - "issue:43825", + "issue:43742", "issue:43827", "issue:43937", "issue:43986", - "issue:43992", - "issue:44075", "issue:44117", "issue:44263", "issue:44291", "issue:44380", "issue:44410", "issue:44466", - "issue:44704", "issue:44779", - "issue:44936", + "issue:44829", "issue:44977", "issue:44995", "issue:45071", + "issue:45081", "issue:45092", + "issue:45216", "issue:45310", + "issue:45341", "issue:45405", "issue:45446", + "issue:45561", "issue:45563", "issue:45588", "issue:46002", "issue:46077", + "issue:46298", "issue:46328", + "issue:46512", "issue:46614", - "issue:46640", "issue:46655", "issue:46697", - "issue:46710", "issue:46752", - "issue:46762", - "issue:46829" + "issue:46762" ], "soft_pairs": [ - "issue:43992|issue:44704", - "issue:44075|issue:44936", - "issue:43618|issue:46829", - "issue:43116|issue:43825", - "issue:43066|issue:46710", - "issue:28348|issue:46640", "issue:44263|issue:46762", "issue:46614|issue:46752", "issue:44995|issue:46697", @@ -15988,207 +16013,227 @@ "issue:45405|issue:45446", "issue:44117|issue:45588", "issue:39401|issue:44779", - "issue:44410|issue:45310", "issue:44466|issue:46002", + "issue:44410|issue:45310", "issue:43937|issue:44977", - "issue:43450|issue:43986" + "issue:43450|issue:43986", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298" ], - "prepared_review_unit_hash": "6fdcd21c6b4eb6bf474436b9b764152d93a510dd3cf0232af0c2cfd709da0b6f", + "prepared_review_unit_hash": "b614bb38c34162dc556f2b6a4be4038f003079852fea96184267be9741240bec", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35842, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "soft_pair_count": 30, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs are only loosely similar by subsystem or wording and do not look like the same underlying bug. No PRs are present; the only plausible anchor issue is a broad tokenizer-regression report, but even that is a weak fit for the whole cluster.", - "confidence": 0.43, - "canonical_issue_reason": "issue:33453 is the broadest and most generic report in the set (tokenizer loading regression), so it is the least-specific issue to use as an anchor. That said, the cluster spans many unrelated bugs, so no issue is a strong canonical fit.", + "summary": "The cluster is mostly a grab bag of unrelated regression reports. None of the soft pairs look like the same concrete bug/change, so they should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenization-regression report in the set, with clear v4\u2192v5 behavior change wording and existing inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the most umbrella-like issue and could subsume nearby tokenizer regressions better than the other, more specialized reports. It is still not a great global representative because the cluster is not a true duplicate set.", + "best_issue_reason": "issue:43122 is the best representative issue because it captures the most general and reusable failure mode here: tokenizer behavior changing across the v4\u2192v5 upgrade.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "Different code paths: encoder weight loading vs AutoProcessor/cached_file argument passing." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Unrelated bugs: SGD argument handling vs trainer.evaluate() failure after train()." - }, - { - "left": "issue:43618", - "right": "issue:46829", - "accept": false, - "reason": "Both are output-field issues, but they affect different model classes and different dataclass fields." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Example-script multi-label output bug vs pipeline() error-message/docs mismatch; not the same failure." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder typing issue vs model accuracy regression; too far apart to be the same bug." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "Enhancement request for GPT2 FlashAttention 2 support vs a separate Flash Attention bug report." - }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "GlmMoeDsa indexing bug vs Minimax attention numerical mismatch; different models and symptoms." + "reason": "Different models and failure modes: GlmMoeDsaIndexer split handling vs Minimax attention numerical mismatch." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Tokenizer phonemizer language-state bug vs empty-chat-template IndexError; unrelated." + "reason": "Stale phonemizer backend state is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Second-forward stale cache crash vs image over-padding; different subsystems entirely." + "reason": "Cache/indexer crash in GLM-MoE is unrelated to Swin2SR image over-padding." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code/meta-init incompatibility vs attention numerical differences; no shared code-path." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is unrelated to Minimax attention numerics." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific issues." + "reason": "VitPose import/broken model loading is unrelated to Ministral FlashAttention generation failure." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still mention pipeline() vs PyTorch version check in flex_attention; not the same bug." + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version gate bug in flex_attention." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is loading regression and the other is offset_mapping correctness for a specific model." + "reason": "Generic tokenizer-loading regression is too broad to match a specific Qwen3 offset_mapping bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Training/FSDP optimizer-state corruption vs chunked_prefill cache missing during generation." + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache missing in chunked_prefill." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in threaded dataloader use vs tokenizer BPE-marker handling; different layers." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE-marker handling." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation error vs stale warning in paged generate(); not the same defect." + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Different attention bugs: ignored scaling config vs causal mask construction for bidirectional attention." + "reason": "Both involve attention backends, but one is scaling config ignored and the other is bidirectional masking built as causal; not the same bug." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache bug vs feature extractor padding performance issue; unrelated." + "reason": "Generation cache missing is unrelated to a SequenceFeatureExtractor padding performance issue." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "Threaded VRAM leak and video padding calculation are unrelated." + "reason": "Qwen3 VRAM leak in dataloader threads is unrelated to video padding calculation in SmolVLM." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose breakage vs apply_chat_template empty-input crash; different components." + "reason": "VitPose model breakage is unrelated to empty-list chat templating." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Meta-init argument TypeError vs PretrainedConfig type-checking regression; similar release area, but not the same bug." + "reason": "Both touch v5 compatibility, but init_empty_weights argument handling and PretrainedConfig type checking are different failures." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Dependency version bump problem vs flex_attention import version check; unrelated." + "reason": "PEFT minimum-version packaging issue is unrelated to flex_attention's import/version check." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None-handling vs flash_attention sinkless-model AttributeError; different paths." + "reason": "Tokenizer mapping returning None is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but model-specific offset mapping and DeepSeek output errors are not shown to share a root cause." + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is general tokenization output; not the same concrete bug." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained failure; related family, but insufficient evidence of same underlying bug." + "reason": "lm_head.weight serialization inconsistency is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Serialization inconsistency of tied weights vs NaNs after checkout/init; different failure modes." + "reason": "Missing projections in qwen3next layer 0 is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained loading failure." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig invalid vs flash-attention generation failure; no clear shared code-path." + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation are different issues." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; different causes." + "reason": "Incorrect batched video processor shapes are unrelated to AutoProcessor crashing without torchvision." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug is not the same as the pytest-xdist captured_info.txt race." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Broken PretrainedConfig type checking is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping lookup failure is unrelated to Mistral regex patching crashing on backend_tokenizer access." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch is unrelated to MobileLLM key errors." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization behavior change and a noisy logging message are unrelated." } ] }, @@ -16202,7 +16247,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 53, "review_unit_count": 61, "status": "reviewed", @@ -16212,6 +16257,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:27957", "issue:38617", "issue:39401", "issue:41628", @@ -16222,64 +16268,54 @@ "issue:43097", "issue:43122", "issue:43208", - "issue:43408", + "issue:43352", "issue:43673", - "issue:43742", + "issue:43874", "issue:43931", "issue:43937", + "issue:44038", "issue:44075", - "issue:44117", "issue:44220", "issue:44261", "issue:44263", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", "issue:44496", - "issue:44829", "issue:44877", "issue:44933", "issue:45071", - "issue:45081", - "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", + "issue:45464", "issue:45478", "issue:45542", - "issue:45561", "issue:45656", + "issue:46172", "issue:46178", "issue:46209", "issue:46231", - "issue:46298", "issue:46328", - "issue:46512", "issue:46617", "issue:46762", "issue:46894" ], "soft_pairs": [ - "issue:45341|issue:46328", - "issue:45341|issue:45561", - "issue:44829|issue:45216", - "issue:45071|issue:46512", - "issue:44117|issue:45081", - "issue:38617|issue:41628", - "issue:43408|issue:43742", - "issue:43122|issue:46298", "issue:42617|issue:45341", "issue:45362|issue:46328", "issue:42222|issue:46178", "issue:44484|issue:45310", "issue:42371|issue:44261", "issue:44877|issue:46231", - "issue:43937|issue:44496", "issue:39401|issue:46209", - "issue:44410|issue:45478", + "issue:43937|issue:44496", "issue:42371|issue:46617", + "issue:44410|issue:45478", "issue:44261|issue:46762", "issue:44933|issue:45278", "issue:43208|issue:46894", @@ -16290,231 +16326,225 @@ "issue:43097|issue:44493", "issue:43931|issue:44410", "issue:43673|issue:45341", - "issue:41628|issue:45071", "issue:42222|issue:45542", + "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:44484|issue:45478" + "issue:44484|issue:45478", + "issue:44483|issue:45464", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038" ], - "prepared_review_unit_hash": "eb626806da11ff3737f8d444d6d529bdeeb6593e4b2760445d923a93af103cd2", + "prepared_review_unit_hash": "b23c2e1e5a7986b84870c87123b3057f0211983d507630f922a2bffa372a4f5f", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36865, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of distinct Transformers regression/bug reports, mostly around imports, tokenizers, model loading, and training behavior. I do not see any true duplicate pair among the provided soft edges.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45278 is the broadest and most representative post-upgrade regression report; it best serves as an umbrella for the cluster\u2019s import/API-breakage theme, even though the other items are mostly separate bugs.", + "summary": "These soft pairs are overwhelmingly false positives: they mostly connect unrelated model-loading, tokenizer, backend, config, and training issues rather than the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is suitable here; the set is heterogeneous and the proposed pairs do not collapse to one duplicate bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the clearest cross-cutting impact and a general regression framing, making it the most useful anchor issue in an otherwise heterogeneous set.", + "best_issue_reason": "No issue is a good global representative because the cluster spans many distinct regressions and feature requests.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "One is a small testing_utils bug, the other is a SequenceFeatureExtractor.pad performance issue; different code paths and symptoms." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Both mention testing utils, but one is a generic bug report and the other is a specific pytest-xdist race on captured_info.txt; not the same defect." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are different failure modes in different paths." - }, - { - "left": "issue:45071", - "right": "issue:46512", - "accept": false, - "reason": "PretrainedConfig type-checking breakage is unrelated to from_config(dtype) leaving config.dtype stale." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "A TOKENIZER_MAPPING_NAMES None-handling bug is not the same as the Mistral regex patch crash in tokenizer backend access." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they target different symbols and modules; no evidence of a shared root cause." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Different model-loading failures for different models, with unrelated error surfaces." - }, - { - "left": "issue:43122", - "right": "issue:46298", - "accept": false, - "reason": "Tokenizer regression versus a noisy logging message; unrelated issues." - }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Training script failure and a testing_utils bug are separate concerns." + "reason": "Unrelated: a 3d_parallel.py execution failure vs a small testing_utils.py bug." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Chat crashes for Qwen3.5-35B and a padding performance issue are unrelated." + "reason": "Different code paths: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad performance." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and tensorflow_text backend mapping error affect different subsystems." + "reason": "Different problems: vitpose model breakage vs tensorflow_text backend registration." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A question about shard size defaults is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA rms_norm_eps precision drift are unrelated." + "reason": "Different symptoms and subsystems: TF32 setting guidance vs MLA layernorm epsilon precision bug." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "GenerationConfig validation on GLM-5 and missing model_type in config.json are different loading problems." + "reason": "Config-loading regression vs a documentation parameter-name mismatch." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Qwen3 offset_mapping bug and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer offset mapping bug vs FP8 inference failure on B200; not the same defect." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are separate model-specific defects." + "reason": "Different models and failures: invalid GenerationConfig vs unrecognized model type." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 configuration advice is unrelated to a cache FileNotFoundError for trust_remote_code loading." + "reason": "TF32 settings issue is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family, but one is missing projections and the other is a from_pretrained error; different bugs." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both involve numerical differences, but they are different models and different attention implementations; not the same bug." + "reason": "Different numerical issues in different models/code paths; not the same underlying bug." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing image_utils import is not enough to equate it with the broader post-upgrade import-error report." + "reason": "A missing import from image_utils is not the same as broad import errors after upgrade." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift loss bug are distinct training issues." + "reason": "Different models and training bugs; the shared 'double shift' pattern is not enough to treat as a duplicate." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An import name error and an audio feature extraction bug are unrelated." + "reason": "ImportError for layer_type_validation vs audio feature extraction logic; unrelated." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args being ignored and optimizer stepping twice under deepspeed are different optimizer bugs." + "reason": "Optimizer args ignored is distinct from optimizer.step() being called twice under deepspeed." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder type regression and tokenization differences across versions are related thematically but not shown to be the same underlying defect." + "reason": "Both involve tokenizer behavior in v5, but the concrete failures differ (decoder type vs tokenization output)." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue and GLM-5 RoPE implementation concern different code paths." + "reason": "torch.split return handling vs GLM-5 RoPE implementation; different code paths." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are distinct API/serialization issues." + "reason": "Removed API and unexpected position-id keys are separate regression classes." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL and missing projections in qwen3next are unrelated model-loading problems." + "reason": "Weight-shape mismatch for Qwen3-VL is unrelated to missing qkv/gate projections in qwen3next." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "GenerationMixin cache handling during chunked_prefill is unrelated to the testing_utils bug." + "reason": "Generation cache missing in chunked_prefill vs a testing_utils.py bug; unrelated." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking regression are separate API breakages." + "reason": "vitpose model failures are unrelated to the TensorFlow/tensorboard backend error." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "VitPose model breakage and the tensorflow/tensorboard backend issue do not share a concrete root cause." + "reason": "ImportError for AutoImageProcessor is not the same as PreTrainedConfig type-checking breakage." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type checking and the undefined tf backend error are unrelated." + "reason": "Type-checking regression vs undefined tf backend error; different issues." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "max_shard_size default behavior has nothing to do with the Qwen3.5 MoE from_pretrained error." + "reason": "A save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a model-specific streaming failure." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch-count method vs layernorm epsilon precision bug; different subsystems." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return-value issue is unrelated to DeepSeek-v4 transpose logic." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Lack of ReLU in the DSA indexer is unrelated to the DeepSeek-v4 tensor transpose bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2 support, but they are different models and not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL loading failures; same family, but not the same underlying change or fix." } ] }, @@ -16528,7 +16558,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 54, "review_unit_count": 61, "status": "reviewed", @@ -16538,7 +16568,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:27957", "issue:38617", "issue:42757", "issue:42890", @@ -16546,24 +16575,24 @@ "issue:43064", "issue:43097", "issue:43208", - "issue:43352", "issue:43441", "issue:43452", + "issue:43502", "issue:43531", "issue:43577", "issue:43673", + "issue:43873", "issue:43874", - "issue:43931", "issue:43986", + "issue:43992", "issue:44038", + "issue:44062", "issue:44117", "issue:44261", "issue:44263", "issue:44315", "issue:44351", - "issue:44360", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", "issue:44829", @@ -16573,7 +16602,6 @@ "issue:45372", "issue:45375", "issue:45440", - "issue:45464", "issue:45588", "issue:45753", "issue:46050", @@ -16583,17 +16611,13 @@ "issue:46369", "issue:46655", "issue:46664", + "issue:46701", "issue:46710", "issue:46752", + "issue:46821", "issue:46897" ], "soft_pairs": [ - "issue:44483|issue:45464", - "issue:43874|issue:44261", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:27957|issue:43352", - "issue:43931|issue:44038", "issue:43012|issue:43577", "issue:43441|issue:44829", "issue:43097|issue:43452", @@ -16608,239 +16632,238 @@ "issue:43673|issue:46123", "issue:43097|issue:45588", "issue:38617|issue:42757", - "issue:44038|issue:44410", "issue:44410|issue:45375", + "issue:44038|issue:44410", "issue:43208|issue:46897", "issue:43064|issue:44315", "issue:43986|issue:45372", "issue:43097|issue:46050", "issue:43986|issue:44484", "issue:46655|issue:46664", - "issue:46172|issue:46710", - "issue:38617|issue:44351", "issue:42890|issue:46298", - "issue:46298|issue:46752" + "issue:38617|issue:44351", + "issue:46172|issue:46710", + "issue:46298|issue:46752", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992" ], - "prepared_review_unit_hash": "ec4a09d90f14b6e4e5f4657d2ff147216ab28d5af594a777d72a14f601585488", + "prepared_review_unit_hash": "fc0676978717fbd4364bb0a3adf06b4d5046507b3a29bffb1d612e46e745addf", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37139, - "estimated_input_tokens": 9285, - "estimated_eval_tokens": 18826 + "soft_pair_count": 31, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated issue reports across different models and subsystems. No pull requests are present. None of the soft pairs look like the same underlying defect, so all are rejected.", - "confidence": 0.66, - "canonical_issue_reason": "If one issue has to anchor the cluster, issue 43097 is the broadest and most systemic regression report here; the others are mostly model-specific or unrelated. That said, this is not a true duplicate cluster.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports with superficial overlap around v5 regressions, loading/import errors, and model-specific failures. None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43097 is the broadest, most central v5 regression in the set: a user-facing API removal with version-wide impact, making it the best representative of the cluster\u2019s general theme even though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the strongest single representative because it describes a clear, reusable v5 regression with wider impact than the other entries, and is more central than the highly model-specific reports.", + "best_issue_reason": "issue:43097 is the most representative issue because it is generic, high-impact, and tied to the same broad Transformers v5 breakage pattern that several other reports orbit around.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Same API area, but different failures: a generic /v1/chat/completions rejection vs a Qwen3.5 streaming inference problem." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Different models and different bugs: missing image-patch method vs missing rms_norm_eps config." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "Both are DeepSeek/GLM-adjacent math bugs, but torch.split return values and comb.to(dtype).transpose(-1, -2) are different code paths." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "DSA indexer lacking ReLU is unrelated to the DeepSeek-v4 dtype/transpose issue." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2 support, but they are separate model-specific compatibility gaps, not one shared bug." - }, - { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Both are Qwen3-VL loading failures, but shape mismatch and VL-Moe/version behavior are distinct defects." - }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "One is a compile-time warning about bf16 precision; the other is a dtype propagation/loading bug in BLIP2 submodules." + "reason": "Both involve dtype/precision symptoms, but one is a PyTorch warning during compilation and the other is incorrect float32 casting when loading BLIP2; different code paths and fixes." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve FlashAttention, but one is a Ministral-3 compatibility crash and the other is a FlashAttention-3 training regression." + "reason": "Both mention FlashAttention, but one is a model load/runtime failure for Ministral-3 and the other is a training degeneration issue in sequence classification; not the same bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed config behavior and gguf_file loading breakage are different issues and would not be fixed by one PR." + "reason": "One is a removed API in v5, the other is a gguf_file/from_pretrained loading breakage; different concrete failures." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unrelated modules and bug classes: unsafe sys.modules access vs a testing_utils bug." + "reason": "Different modules and problems: unsafe sys.modules access in modeling_utils vs a bug in testing_utils." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video AutoProcessor crash without torchvision is unrelated to the testing_utils issue." + "reason": "AutoProcessor/video-model import handling is unrelated to a testing_utils bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-family reports, but missing rms_norm_eps and RoPE implementation are separate defects." + "reason": "Different model internals: MLA q_a_layernorm eps handling vs GLM-5 RoPE implementation." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different multimodal models and failure modes: one infinite loop, the other memory overflow." + "reason": "Both are multimodal model issues, but one is an infinite-generation loop and the other is a memory overflow; not the same underlying defect." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both touch GLM internals, but the missing image-patch method and torch.split contract issue are not the same bug." + "reason": "Both are GLM-related, but one is a missing image-processor method and the other is a torch.split/indexer bug; distinct code paths." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Generic tokenizer mapping None handling is not the same as a specific physical-intelligence/fast load failure." + "reason": "A tokenizer mapping None bug is not the same as a specific model load failure for physical-intelligence/fast." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek generations and different tensor logic; not the same underlying bug." + "reason": "Different DeepSeek versions and different failures: native MoE divergence vs a dtype/transpose bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility bug." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Chunked-prefill cache handling and MaskGenerationPipeline partial-batch logic are different code paths." + "reason": "Both touch generation/pipeline behavior, but one is missing cache during chunked_prefill and the other drops final partial batches in MaskGenerationPipeline." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Tie-embeddings removal and the s_aux=None flash_attention crash are unrelated regressions." + "reason": "Version/API removal vs a flash_attention.py crash on s_aux=None; different failures and fixes." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols, modules, and likely different dependency breakages." + "reason": "Both are import errors, but they concern different missing symbols from different packages." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Different model families and different missing pieces: Qwen3-VL-Moe vs qwen3next layer projections." + "reason": "One is missing attention projections in qwen3next layer 0, the other is a config field being dropped by strict parsing." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-family issues, but missing projections and a silently dropped config field are not the same defect." + "reason": "Both are Qwen-family model issues, but one is a broad v5/Qwen3-VL-Moe bug and the other is a specific layer-0 projection omission." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers are unrelated to Florence2's training-loss double-shift bug." + "reason": "Different model families and different training bugs; the shared word 'training' is too broad to merge them." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is not the same as Liger Kernel not being applied under model_init." + "reason": "FSDP2+PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are processor-loading ImportErrors, but they stem from different missing optional symbols/dependencies." + "reason": "Both are processor/loading import issues, but they involve different missing dependencies and failure points." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Quantized save/load breakage is unrelated to the tie_embeddings_and_encoder_decoder removal." + "reason": "API removal in v5 is not the same as quantized model save/load breakage." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "A torchvision-dependent video-model crash is not the same as a max_shard_size policy question." + "reason": "A missing torchvision-related processor import is unrelated to save_pretrained shard-size defaults." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same component area, but padding calculation and num_frames semantics are separate video-processor bugs." + "reason": "Same SmolVLM area, but one is padding calculation and the other is num_frames semantics; distinct bugs." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "The DeepSeek-v4 tensor bug is not the same as a broader accuracy regression after upgrading Transformers." + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-name failures, but they are for different symbols in different modules." + "reason": "Both are import-name failures, but they are different missing symbols and different release breakages." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "A missing set_seed in tests is unrelated to a noisy logging message." + "reason": "Different DeepSeek-related reports with different symptoms: tensor transpose/dtype handling vs an accuracy regression after upgrade." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and empty-list chat template IndexError are unrelated bugs." + "reason": "Noisy logging and apply_chat_template empty-list IndexError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer mapping fallback are different tokenizer-loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config/API in v5 is not the same as quantization offloading behavior." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch precision warning during compilation is unrelated to a window_size AttributeError in TimesFM 2.5." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions do not match an image-text-to-text pipeline failure in DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is unwanted network access despite local_files_only, the other is a missing checkpoint weight when loading UMT5Encoder." } ] }, @@ -16854,7 +16877,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 55, "review_unit_count": 61, "status": "reviewed", @@ -16865,6 +16888,7 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:36683", + "issue:38617", "issue:42175", "issue:42490", "issue:42757", @@ -16879,21 +16903,22 @@ "issue:43526", "issue:43550", "issue:43582", + "issue:43618", "issue:43824", "issue:43825", - "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", - "issue:44062", "issue:44077", "issue:44117", "issue:44162", "issue:44222", "issue:44368", "issue:44380", + "issue:44483", "issue:44484", + "issue:44514", "issue:44655", "issue:44704", "issue:44936", @@ -16909,16 +16934,9 @@ "issue:46178", "issue:46298", "issue:46365", - "issue:46421", - "issue:46701", - "issue:46821" + "issue:46421" ], "soft_pairs": [ - "issue:44062|issue:44117", - "issue:43097|issue:43873", - "issue:43012|issue:46821", - "issue:44117|issue:46701", - "issue:43502|issue:43992", "issue:44936|issue:46365", "issue:44704|issue:45103", "issue:44380|issue:46421", @@ -16947,240 +16965,231 @@ "issue:42757|issue:43824", "issue:43064|issue:44380", "issue:42490|issue:43012", - "issue:43208|issue:43526" + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "3d929e79e4817e941f47c463a9d983ad819593ed05ef418b5cf163a1ec5a1b54", + "prepared_review_unit_hash": "77e4d5c0de0f0edfb004fc51029d366e849335e7bc580a44558f408739a16819", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37723, - "estimated_input_tokens": 9431, - "estimated_eval_tokens": 19118 + "soft_pair_count": 32, + "serialized_chars": 37147, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated transformer bugs and regressions; none of the soft pairs looks like the same underlying defect, so I would not merge them into duplicate clusters.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43824 is the best single representative only because it is a concrete, well-documented runtime import failure with strong discussion and inbound references; the overall set is otherwise heterogeneous.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "Issue 43824 is the strongest anchor if one issue must represent the set: clear repro, specific failure mode, and high signal compared with the rest.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only match by superficial soft-similarity. All candidate edges look like false positives, spanning import/dependency failures, model-specific regressions, trainer bugs, backend/compile issues, and UX warnings.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44380 is the closest hub in the cluster by soft-similarity and the most concrete single code-path bug (GPT2 attention scaling being ignored under SDPA/FlashAttention). Even so, it is only a representative, not a true duplicate target for the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44380 is the best standalone issue to anchor this cluster because it is the most central and self-contained regression among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Both involve tokenizers, but one is an AddedToken constructor bug and the other is a mapping/lookup assumption bug." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Unrelated areas: v5 API removal vs quantization/offloading behavior." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "Different subsystems and symptoms: PyTorch precision warning vs TimesFM config AttributeError." - }, - { - "left": "issue:44117", - "right": "issue:46701", - "accept": false, - "reason": "Tokenizer mapping failure and diffusion pipeline failure are separate code paths." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Local-files-only network leak vs missing checkpoint weight are distinct bugs." - }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Training/evaluation state issue vs import-time dependency conflict." + "reason": "Trainer.evaluate() after train and import failure involving datasets are unrelated problems." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Pretrained kwargs forwarding and docstring annotation parsing are unrelated." + "reason": "Cached-file kwargs passthrough and auto-docstring annotation handling are different code paths." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling/backend dispatch vs chunked-prefill cache initialization." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy-init recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python version load failure is unrelated to a tensorflow_text backend mapping error." + "reason": "Python 3.14 load failure and tensorflow_text backend validation are different compatibility issues." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model torchvision fallback issue vs tokenizer mapping None issue." + "reason": "Video-model processor import crash and tokenizer mapping None handling are unrelated load-path bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Different save_pretrained paths: dequantized model save vs pipeline object serialization." + "reason": "Saving dequantized models and saving pipelines are different serialization problems." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "One is a save failure; the other is an inference infinite loop on a specific image." + "reason": "Dequantized save failure and Qwen3.5 image loop are unrelated model behaviors." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task messaging bug is not the same as pipeline save_pretrained failure." + "reason": "Translation-task messaging and pipeline save_pretrained support are unrelated API issues." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Precision warning during compilation is not the same as Bamba SDPA compile failure." + "reason": "BF16 compile warning and Bamba SDPA compile failure are different backend/model bugs." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Repository cleanup of dummy classes vs a noisy log message." + "reason": "Dummy class leakage into dir/check_repo and noisy logging are unrelated maintenance issues." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers are unrelated to Bamba torch.compile/SDPA behavior." + "reason": "xLSTM training bugs and Bamba torch.compile failure affect different models and code paths." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "General precision warning vs tied-embedding config warning; different triggers and fixes." + "reason": "BF16 compile warning and tie_word_embeddings warning in Qwen3.5 are unrelated warning scenarios." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights is unrelated to shard-size defaults." + "reason": "Missing UMT5 weights and max_shard_size default behavior are different save/load concerns." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model-specific FlashAttention support issue vs Python compatibility issue." + "reason": "Nemotron FlashAttention support and Python-version compatibility are unrelated issues." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron FlashAttention support and GPT2 attention scaling are different bugs." + "reason": "FlashAttention support for Nemotron is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder typing regression is not the same as an isolated reproduction issue." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another bug are not the same defect." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 model breakage and a deepseek tensor operation error are unrelated." + "reason": "ESM2 breakage and deepseek tensor transpose failure are unrelated model-specific regressions." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "API removal and a noisy logging message do not share a code path." + "reason": "Removed tie_embeddings_and_encoder_decoder API and noisy logging are different issues." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Both are attention-related, but one is backend-specific scaling and the other is register-side behavior change." + "reason": "GPT2 attention scaling under backend selection is unrelated to AttentionInterface.register changing callback behavior." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation edge case and Trainer import conflict are separate problems." + "reason": "Whisper empty-transcription generation and Trainer import conflicts are unrelated failures." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "Model initialization policy issue vs import dependency conflict." + "reason": "patchtsmixer post_init policy and import failure involving datasets are different problems." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are different directions of failure." + "reason": "FP8 moe save_pretrained failure and Qwen3.5 Moe from_pretrained error are not the same bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma config attribute error and Apple Silicon allocator TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated runtime errors." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend config bug vs classification loss degeneracy." + "reason": "GPT2 SDPA attention-scaling bug and zero-loss classification bug are different code paths." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend packaging issue is not the same as Trainer import failure." + "reason": "TensorFlow backend packaging and importing Trainer being blocked by datasets are unrelated dependency issues." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages." + "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration import are different dependency/export problems." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption and GPT2 attention scaling are unrelated." + "reason": "FSDP2 optimizer state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated training vs inference bugs." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Trailing-slash local model warning and bf16 compile warning are separate behaviors." + "reason": "Trailing-slash local model warning and BF16 compile warning are different behaviors." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated model/data-processing issues." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "v5 chat-completions API rejection and Qwen2_5_VLProcessor batching crash are different surfaces." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions no longer assigned and GPT2 attention scaling under backend selection are unrelated regressions." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction bug do not match." + "reason": "layer_type_validation import breakage and local_files_only still triggering API requests are different dependency/path issues." } ] }, @@ -17194,7 +17203,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 56, "review_unit_count": 61, "status": "reviewed", @@ -17205,10 +17214,10 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:29870", + "issue:33453", "issue:36010", "issue:36296", "issue:36683", - "issue:38617", "issue:42757", "issue:42994", "issue:43010", @@ -17217,7 +17226,6 @@ "issue:43299", "issue:43352", "issue:43475", - "issue:43502", "issue:43525", "issue:43611", "issue:43618", @@ -17233,14 +17241,15 @@ "issue:44077", "issue:44230", "issue:44355", - "issue:44380", "issue:44483", "issue:44485", "issue:44492", - "issue:44514", "issue:44625", "issue:44655", + "issue:44855", + "issue:44908", "issue:44938", + "issue:45071", "issue:45216", "issue:45276", "issue:45278", @@ -17250,12 +17259,10 @@ "issue:46082", "issue:46365", "issue:46829", + "issue:46851", "issue:46877" ], "soft_pairs": [ - "issue:44483|issue:44514", - "issue:43618|issue:44380", - "issue:38617|issue:43502", "issue:44038|issue:44230", "issue:43756|issue:44485", "issue:42994|issue:44655", @@ -17263,9 +17270,9 @@ "issue:43299|issue:43867", "issue:36010|issue:42757", "issue:44625|issue:46365", + "issue:45276|issue:46077", "issue:43352|issue:43937", "issue:44355|issue:46877", - "issue:45276|issue:46077", "issue:44483|issue:45290", "issue:36683|issue:43475", "issue:43611|issue:44655", @@ -17283,222 +17290,226 @@ "issue:43992|issue:45310", "issue:43064|issue:44492", "issue:43010|issue:45278", - "issue:44075|issue:46365" + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855" ], - "prepared_review_unit_hash": "3f1b467e74265e0a250735c115ff120b3113afb80ff2bf35763bd696bfe7bd42", + "prepared_review_unit_hash": "078a2003e8932f306759f2b821572a847a6705248815d1cd232122ae184b349c", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36073, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36913, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs are only loosely related by subsystem keywords (imports, loading, saving, attention, chat templates) but describe different concrete bugs. I would not merge any of the soft edges as duplicates.", - "confidence": 0.21, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('many import errors after update'), so it is the closest thing to a cluster anchor, though it is still not a true duplicate target for most others.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and feature bugs; none of the soft pairs are close enough to treat as duplicates. The best representative issue is the broad upgrade-regression report about widespread import failures.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set: it describes multiple import errors after upgrading from 4.57.0 to 5.5.0, which makes it a reasonable cluster anchor for version-regression/import-failure discussions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global issue candidate only because it is the most general regression report; however, the set is too mixed for a strong canonical duplicate choice.", + "best_issue_reason": "issue:45278 is the best standalone issue to represent the cluster because it is the most general and highest-level regression report among otherwise mostly narrow, model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Both involve chat/completions behavior, but one is the v5.3 /v1/chat/completions request acceptance path and the other is apply_chat_template batching with padding=False; different code paths and failure modes." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "Both mention attention behavior, but one is CLIPOutput losing attentions and the other is GPT-2 attention scaling being ignored under SDPA/FlashAttention; not the same bug." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "One is an import symbol breakage from transformers.configuration_utils; the other is offline/local_files_only still triggering API calls. Different root causes." - }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both reference Qwen3-VL-Moe, but one is a loading regression in transformers 5.0 and the other is fp8 inference support; not mergeable as one fix." + "reason": "Same general Qwen/MoE area, but one is a loading regression and the other is fp8 inference support; different concrete bugs." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but one is a SmolLM3 layer-dropping bug and the other is a GLM-5 RoPE implementation discussion; different model-specific issues." + "reason": "Both mention RoPE, but they target different models and different implementations; not the same underlying defect." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Saving is the only overlap: quantized model serialization failure vs Pipeline.save_pretrained support. Different objects and failure modes." + "reason": "Both involve saving, but one is quantized model serialization and the other is Pipeline.save_pretrained; distinct code paths." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP v5 regressions, but one is attentions missing from output objects and the other is hidden_states not returned; separate return-field bugs." + "reason": "Both are CLIP v5 regressions, but one is missing attentions and the other is missing hidden states; too different to merge as one bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading problems, but one is Qwen3-VL-Moe model loading and the other is a sorted state_dict load error; too different to treat as the same bug." + "reason": "Both are loading failures, but one is Qwen3VL-Moe-specific and the other is a sorted-state_dict issue; not the same bug." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but for different symbols and different packages (transformers.generation vs huggingface_hub)." + "reason": "Both are import errors, but they concern different symbols from different packages; unrelated failures." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "One is Qwen3.5 config propagation, the other is an import-time Trainer problem tied to datasets; unrelated." + "reason": "One is a Qwen3.5 config propagation bug; the other is an unrelated Trainer import issue caused by datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is attention-mask construction; different problems." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different models and different failures: Flash Attention 2 unsupported vs invalid GenerationConfig." + "reason": "Different subsystems and symptoms: Flash Attention support vs invalid GenerationConfig validation." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Running compiled Python files vs auto_docstring stdout noise at import time are unrelated issues." - }, - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Both are Gemma4-related, but one is token embedding/output resizing and the other is bidirectional attention mask construction; different code paths." + "reason": "One is compiled Python file import failures; the other is noisy auto-docstring diagnostics at import time." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both touch chat template/completions, but one is API request acceptance and the other is assistant tool-call templating with empty content; not the same concrete bug." + "reason": "One is an API request-validation issue and the other is a chat-template crash with tool-call messages; not the same bug." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are missing-attribute errors, but in different model families and unrelated fields (vocab_size vs fpn_position_embeddings)." + "reason": "Both are missing attributes, but they affect different model families and unrelated fields." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "One is loading models with base_model_prefix under v5; the other is saving Pipeline objects. Different operations and fixes." + "reason": "Model loading with base_model_prefix is unrelated to saving Pipeline objects." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs inability to save Pipeline objects; unrelated." + "reason": "Docs mismatch for TextClassificationPipeline is not the same as Pipeline.save_pretrained failing." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both involve model serialization/loading, but one is a sorted state_dict load failure and the other is a bad saved checkpoint for Qwen3.5; not clearly the same root cause." + "reason": "Both are checkpoint/load regressions, but one is sorted state_dict loading and the other is Qwen3.5 save_pretrained corruption; too specific to conflate." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different versions and likely different breakpoints; not the same bug." + "reason": "Both are version/platform breakages, but they refer to different Python versions and different failure modes." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attribute missing vs patchtsmixer post_init policy; no substantive overlap." + "reason": "Missing vocab_size in Gemma3Config is unrelated to patchtsmixer post_init gating." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs Gemma4 bidirectional attention masking are unrelated model-specific bugs." + "reason": "Different Gemma/Qwen config bugs affecting different model behaviors; not duplicate." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are config/behavior issues, but for different models and different constraints (Gemma4 attention masking vs LlamaConfig head_dim validation)." + "reason": "Gemma4 causal-mask behavior and LlamaConfig head_dim validation are unrelated issues." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Attention-output regression in CLIP vs corrupted Qwen3.5 save_pretrained checkpoint; different components." + "reason": "One is a CLIP output-field regression; the other is a Qwen3.5 save/load regression." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training bugs and VideoPrism output-field confusion are unrelated." + "reason": "xLSTM training bugs and VideoPrism output wiring are completely different code paths." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are config attribute errors, but for different attributes and different models; no shared code-path bug is evident." + "reason": "Different missing-attribute bugs in different model configs." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are different configuration issues." + "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are separate config issues." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate() decoder_attention_mask initialization bug vs tensor parallel training bug; unrelated." + "reason": "BART generate decoder_attention_mask bug is unrelated to tensor-parallel training state issues." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from_pretrained/loading regressions, but they affect different models and appear to stem from different missing keys or version issues." + "reason": "Both are Qwen3.5-related loading issues, but one is missing embed_tokens.weight and the other is a from_pretrained error after 5.4.0; not clearly the same defect." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption vs a cache-strategy typo; no overlap." + "reason": "A distributed optimizer-state bug and a Cache strategy typo are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache/update no_grad behavior vs broad import errors after upgrade; entirely different bugs." + "reason": "Cache update no_grad behavior has nothing to do with import failures after upgrade." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD optimizer args ignored vs Trainer import failure tied to datasets installation; unrelated." + "reason": "Optimizer SGD args being ignored is unrelated to Trainer import failure." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and torch.jit/script parsing under Python 3.13 are not the same bug." } ] }, @@ -17512,7 +17523,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 57, "review_unit_count": 61, "status": "reviewed", @@ -17523,7 +17534,7 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:28282", - "issue:29870", + "issue:30333", "issue:33453", "issue:36296", "issue:36683", @@ -17532,8 +17543,10 @@ "issue:42898", "issue:43010", "issue:43064", + "issue:43065", "issue:43502", "issue:43575", + "issue:43576", "issue:43618", "issue:43723", "issue:43824", @@ -17552,11 +17565,8 @@ "issue:44485", "issue:44556", "issue:44734", - "issue:44855", - "issue:44908", - "issue:44938", + "issue:44749", "issue:44964", - "issue:45071", "issue:45125", "issue:45357", "issue:45375", @@ -17565,17 +17575,13 @@ "issue:45561", "issue:45600", "issue:45850", + "issue:46132", "issue:46202", "issue:46285", "issue:46617", - "issue:46664", - "issue:46851" + "issue:46664" ], "soft_pairs": [ - "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:43867|issue:45375", @@ -17601,233 +17607,241 @@ "issue:44387|issue:44556", "issue:43824|issue:46617", "issue:43502|issue:44485", - "issue:43874|issue:46617" + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749" ], - "prepared_review_unit_hash": "798ae6b9e0c779257a5d0d0c57f9e46754f90f74cca85060bcbbdf7c055dd67f", + "prepared_review_unit_hash": "8277c10f44363f987c3f2aa6ee2069eb48f9a0b1823228662c459c9cb986d301", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36468, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues grouped by superficial similarity (v5 regressions, loading problems, test flakiness). Only one pair looks like a likely true duplicate around slow `transformers` import time.", - "confidence": 0.78, - "canonical_issue_reason": "issue:41669 is the clearest, most specific root-cause report in the set: it identifies the import-time slowdown and points to the `import *` usage in models as the likely cause.", + "summary": "This cluster is mostly a set of unrelated issues that only share superficial transformer/model-loading vocabulary. I found no true duplicate soft edges among the provided pairs; all should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across loading, training, tokenizer behavior, CI, cache, and performance, with no clear shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best representative issue because it is actionable, has a concrete symptom/cause pairing, and appears to subsume the broader import-slowdown report.", + "best_issue_reason": "Issue 36683 is the strongest standalone issue in the set because it is open, concrete, and well-scoped, but it is not a good representative duplicate target for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44908", - "right": "issue:46851", - "accept": false, - "reason": "Different bugs: scheduler kwargs propagation vs Qwen3.5 variable-length position_ids handling." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Bart generate-time decoder attention mask error and tokenizer-loading regression are unrelated symptoms/code paths." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Both mention version compatibility, but one is Python 3.14 import failure and the other is `PretrainedConfig` type checking; not the same bug." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "One is a generic compiled-file import error; the other is a specific Python 3.13 `torch.jit.script` parsing issue in DebertaV2Model." - }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "A sorted-state_dict loading error is not the same as Gemma pipeline roundtrip failure on the underline token." + "reason": "Different bugs: generic model loading/state_dict ordering vs Gemma pipeline roundtrip token handling." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing `vocab_size` and FSDP2/PEFT optimizer state corruption are different failures." + "reason": "Unrelated failures: Gemma3Config missing vocab_size vs FSDP2/PEFT optimizer-state mismatch during training." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different models and different failure modes: state_dict loading vs missing vision config field." + "reason": "Different root causes: load-model error vs Qwen3.5 vision config field being dropped." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are flaky-test related, but one is missing `set_seed()` in SAM HQ tests and the other is an xdist file race." + "reason": "Different test issues: missing set_seed in SAM HQ integration tests vs xdist race writing captured_info.txt." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Decoratoring cache `update()` with `torch.no_grad` is a specific fix; \u201cbreaks too many models\u201d is a broad complaint, not the same issue." + "reason": "Specific no_grad decoration change vs broad complaint that v5 breaks many models; not the same bug." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both point to the same underlying problem: `transformers` import is unexpectedly slow, and 41669 gives the likely root cause in model-side `import *` usage." + "accept": false, + "reason": "Both mention import time, but one is about import * removal and the other about intermittent slow imports; causes differ." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM under tp are related only at a broad subsystem level, not the same concrete bug." + "reason": "Tensor-parallel label is too broad here; one is a training bug, the other is an OOM when loading a specific model with TP." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "A no-grad cache update change and a Python version support issue are unrelated." + "reason": "Different problems: cache/layer update should be no_grad vs Python version compatibility failure." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment and patchtsmixer `post_init` policy are different model-specific issues." + "reason": "Different code paths: CLIPOutput attentions assignment vs patchtsmixer post_init policy." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing weights and Qwen3.5 Moe `from_pretrained` error are different model-loading problems." + "reason": "Different model-loading regressions: missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict loading failure and incorrect visual encoder keys on save are different sides of different bugs." + "reason": "Generic load error vs incorrect visual encoder keys during save_pretrained." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing ImportError and tokenizer-loading regression are unrelated." + "reason": "Different regressions: missing PyTorch dependency ImportError vs tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment and CLIP text-model structure inconsistency are distinct changes." + "reason": "Both involve CLIP, but one is attentions being unset and the other is model structure inconsistency." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion and DeepSeekV3 MoE divergence are unrelated." + "reason": "Completely different functionality: DSA indexer ReLU discussion vs DeepSeekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "SAM HQ test seeding flakiness is unrelated to Phi-4 multimodal model loading." + "reason": "Different areas: SAM HQ test seeding vs Phi-4 multimodal model loading." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different CI/test failures: missing seeds vs stale device override in GraniteSpeech." + "reason": "Different CI failures: SAM HQ integration seed instability vs GraniteSpeech stale device override test." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test seeding flakiness and auto-mappings referencing removed configs are not the same bug." + "reason": "Both touch SAM-related CI, but one is about missing seeds and the other about removed Sam3LiteText configs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior changes and SmolVLM `num_frames` semantics are unrelated." + "reason": "Tokenizer cleanup behavior vs video processor num_frames semantics; unrelated components." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leakage and AddedToken keyword duplication are unrelated tokenizer/loading issues." + "reason": "Different loading bugs: local_files_only still triggering requests vs AddedToken special-argument conflict." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing crash and trust_remote_code cache FileNotFoundError are different server/loading failures." + "reason": "Serve-time KV-cache indexing crash vs cache load FileNotFoundError; not the same code path." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer `from_pretrained` regression and checkpoint reload incompatibility across v4/v5 are not the same concrete bug." + "reason": "Tokenizer.from_pretrained regression vs checkpoint reload incompatibility after upgrade; different failures." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE and missing tensor-parallel plan are separate features/bugs." + "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan; different model/export paths." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization reserved-memory/OOM and checkpoint reload incompatibility are different regression classes." + "reason": "int4 quantization memory regression vs version-upgrade reload failure; no shared root cause." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing exported Qwen2_5_VL class and cache FileNotFoundError are unrelated." + "reason": "ImportError for a specific model class vs cache FileNotFoundError for trust_remote_code loading." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "API requests despite `local_files_only=True` and GLM-5 RoPE implementation are unrelated." + "reason": "Local file enforcement bug vs GLM-5 RoPE implementation discussion; unrelated." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch helper and cache FileNotFoundError are different issues." + "reason": "Missing image-processor method vs trust_remote_code cache FileNotFoundError; different layers." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage vs AttentionInterface.register behavior change; separate issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No_grad decoration for cache/layers is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan vs Qwen3.5 from_pretrained error; related model family, but not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs post-upgrade data filtering slowdown; different symptoms and causes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: it identifies only one likely duplicate pair (41669 vs 44246) and the rest of the soft-edge rejections are appropriately cautious. I don\u2019t see unsupported escalation or overstatement." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 58, "review_unit_count": 61, "status": "reviewed", @@ -17849,7 +17863,6 @@ "issue:42548", "issue:42757", "issue:43010", - "issue:43065", "issue:43232", "issue:43299", "issue:43475", @@ -17861,6 +17874,7 @@ "issue:43901", "issue:44222", "issue:44230", + "issue:44273", "issue:44315", "issue:44351", "issue:44355", @@ -17868,16 +17882,16 @@ "issue:44485", "issue:44492", "issue:44556", - "issue:44749", "issue:44908", "issue:44938", "issue:44961", "issue:45071", "issue:45125", + "issue:45362", "issue:45375", "issue:45468", - "issue:45478", - "issue:46132", + "issue:45542", + "issue:45850", "issue:46143", "issue:46144", "issue:46209", @@ -17886,16 +17900,11 @@ "issue:46726" ], "soft_pairs": [ - "issue:43576|issue:46132", - "issue:43010|issue:43065", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:44355|issue:44749", "issue:42548|issue:44351", "issue:45125|issue:45375", "issue:46664|issue:46726", - "issue:43502|issue:44961", "issue:43502|issue:44222", + "issue:43502|issue:44961", "issue:43010|issue:43232", "issue:30990|issue:31795", "issue:43827|issue:44961", @@ -17921,252 +17930,236 @@ "issue:41628|issue:42548", "issue:44315|issue:46209", "issue:44485|issue:46664", - "issue:43673|issue:44492" + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542" ], - "prepared_review_unit_hash": "822bff15e8b00b9e0d044cd004a7bd90be32f93dc4a24fe92e6f1954d491f7c1", + "prepared_review_unit_hash": "4620160eaaf1c38a9143e3062d38fb08d23d7464c08afee021c5e1fabf4d19e5", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 37273, - "estimated_input_tokens": 9319, - "estimated_eval_tokens": 18894 + "soft_pair_count": 33, + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes unrelated Transformers v5-era regressions, import errors, generation bugs, docs issues, and model-specific loading failures. None of the soft pairs look like the same underlying bug/change closely enough to merge.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45478 is the most concrete, actionable representative: it describes a specific versioned `from_pretrained` regression for Qwen3.5 MoE with a clear failure mode and affected path.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The soft pairs are only superficially similar (often just shared words like import error, loading regression, cache, or v5 breakage) and do not look like the same underlying bug/change, so I rejected all of them. There are no PRs in the set.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43576 is the broadest, most representative report here: a v5-level breakage affecting a user-facing command. It best fits the cluster\u2019s loose theme of version-related regressions, even though the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "45478 is the strongest stand-alone triage target in the set because it has the clearest repro surface, explicit version boundary, and a narrow model-loading code path.", + "best_issue_reason": "Issue 43576 is the best single representative because it is a concise, high-signal regression report about a concrete v5 breakage, making it more usable as a cluster anchor than the narrower model- or symbol-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "CLI/env command breakage and AttentionInterface.register behavior are different subsystems and different bugs." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache/layer `update()` no_grad decoration and SAM3 pixel decoder dummy conv are unrelated code paths." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel `_tp_plan` support and the other is a `from_pretrained` loading regression." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLflow job-state reporting and tokenizer loading are unrelated failures." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors and upgrade-related data slowdown are different problems." - }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Missing `PreTrainedModel` export and missing `HybridCache` export are separate import regressions." + "reason": "Both are import errors, but they concern different missing symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakpoints." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan support and a missing vision config field are not the same bug." + "reason": "Both involve Qwen3.5 MoE-related fields, but one is tensor-parallel planning and the other is config-field preservation; not the same bug." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video `num_frames` semantics and missing vision-backend handling are distinct issues." + "reason": "Different subsystems and failures: video processor frame semantics vs AutoProcessor backend/vision-import handling." }, { "left": "issue:43502", - "right": "issue:44961", + "right": "issue:44222", "accept": false, - "reason": "`local_files_only=True` network leakage and an unrelated placeholder issue do not match." + "reason": "One is unintended network access during local-only loading; the other is FP8 save_pretrained behavior for MoE models." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44961", "accept": false, - "reason": "Offline-loading behavior and FP8 `save_pretrained` are unrelated." + "reason": "No meaningful overlap beyond being unrelated issues." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation internals, but the cache `update()` no_grad issue and sync_gpus kwargs handling are different root causes." + "reason": "Both are generation/cache-related, but they target different code paths and different symptoms; not mergeable as one fix." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang and documentation confusion about `input_ids`/`past_key_values` are not duplicates." + "reason": "Sentence-transformers loading hang is unrelated to documentation confusion about `input_ids` and `past_key_values`." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Pipeline-removal docs breakage and an unrelated placeholder issue are not the same change." + "reason": "Documentation reference to removed pipeline APIs is unrelated to the placeholder `racoon` issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting and tensor-parallel training are unrelated." + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training behavior." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-upgrade load regressions, but on different models and with different symptoms; too broad to merge." + "reason": "Both mention version 5 regressions, but they affect different model-loading paths and models; too broad to treat as the same bug." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A concrete `generate()` runtime error and a documentation wording issue are different classes of bug." + "reason": "A generation-time UnboundLocalError in Bart is unrelated to documentation wording about forward arguments." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors and `PretrainedConfig` type-checking are unrelated." + "reason": "Compiled Python file errors and `PretrainedConfig` type checking are unrelated failure modes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are different model/load paths." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific model-loading break for Llama 3.2 Vision." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing `is_offline_mode` import from `huggingface_hub` and a broken `transformers env` command are unrelated." + "reason": "One is a missing import from `huggingface_hub`, the other is a broken `transformers env` command; different packages and code paths." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI breakage and config type-checking regression are different problems." + "reason": "CLI/environment command breakage is unrelated to `PretrainedConfig` type-checking changes." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in `model_init` and a DSA indexer discussion are not the same issue." + "reason": "Liger kernel application in `model_init` is unrelated to the DSA indexer/ReLU discussion." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion and missing `layer_type_validation` import are unrelated." + "reason": "Documentation confusion and an import error for `layer_type_validation` are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder text and Gemma-4 audio positional encoding are unrelated." + "reason": "No clear common bug; the titles are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken CLI env command and missing `Qwen2_5_VLForConditionalGeneration` export are different failures." + "reason": "Broken env command and missing `Qwen2_5_VLForConditionalGeneration` import are different issues." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue do not match." + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing `HybridCache` export and FileNotFoundError when loading cached trust_remote_code models are different bug classes." + "reason": "Different import/cache failures involving different symbols and different loading contexts." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not duplicates." + "reason": "Scheduler keyword handling is unrelated to the placeholder issue." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken `transformers env` command and Python 3.14 load failure are different issues." + "reason": "A broken env command in v5 is unrelated to Python 3.14 import/load failures." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and docs mentioning `return_all_scores` are unrelated." + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both are RoFormer-related, but one is missing `**kwargs` passthrough and the other is attention-interface integration; not the same concrete bug." + "reason": "Both are RoFormer-related, but one is missing `**kwargs` passthrough while the other is about the attention interface; not the same concrete bug." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 vision output attribute error and cached trust_remote_code FileNotFoundError are different failures." + "reason": "SAM 3 video attribute access error is unrelated to trust_remote_code cache file lookup failures." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 `save_pretrained` bug and FP8 inference support request are not the same change." + "reason": "Both mention FP8/MoE, but one is about saving pretrained weights and the other about inference support; different fixes." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Missing `AutoImageProcessor` and missing `PreTrainedModel` imports are separate exports/regressions." + "reason": "Two different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) do not indicate the same bug." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model-init application and FP8 inference on B200 are unrelated." + "reason": "Different FP8/tensor-parallel/model bugs with no shared concrete failure path." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation details and video processor frame semantics are unrelated." + "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM video frame semantics." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in v5 and a typo in cache strategies are not the same bug." + "reason": "Generation cache missing in v5.0.0 and a cache-strategy typo are not the same underlying problem." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5 chat crash and a vague 'v5 breaks too many models' complaint are too broad and do not point to one concrete shared bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior is unrelated to a TensorBoard/TensorFlow backend import issue." } ] }, @@ -18180,7 +18173,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 59, "review_unit_count": 61, "status": "reviewed", @@ -18197,6 +18190,7 @@ "issue:42890", "issue:43352", "issue:43408", + "issue:43519", "issue:43525", "issue:43572", "issue:43576", @@ -18226,21 +18220,19 @@ "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", - "issue:45362", "issue:45468", "issue:45478", - "issue:45542", "issue:45753", "issue:45850", "issue:46095", "issue:46218", "issue:46328", + "issue:46655", "issue:46664" ], "soft_pairs": [ - "issue:45362|issue:45850", - "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:44360|issue:46664", "issue:44038|issue:45125", @@ -18277,270 +18269,279 @@ "issue:31795|issue:33453", "issue:43576|issue:44273", "issue:44315|issue:44829", - "issue:44360|issue:45468" + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:45230|issue:45310" ], - "prepared_review_unit_hash": "a9c656f1fa3c4b3a826725c123107e7692fed4f07ec1cad0c25334ae23f836c8", + "prepared_review_unit_hash": "65fd926c875f0cba2abf22524366aa35f5e1f4ceb0132af41b9b0fbaa31b459a", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38227, - "estimated_input_tokens": 9557, - "estimated_eval_tokens": 19370 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39078, + "estimated_input_tokens": 9770, + "estimated_eval_tokens": 19796 }, "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 v5 regressions, model-specific incompatibilities, and a few documentation/performance issues. None of the soft pairs looks like the same concrete underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45850 is the broadest representative of the cluster\u2019s recurring theme of v5 breakage complaints, but it is still only a loose umbrella, not a true duplicate hub.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues, with many v5/regression/import/model-specific reports but no clear duplicate pairs. I would not merge any of the proposed soft edges.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set and best matches the cluster\u2019s general v5-regression theme, but it is too vague to be a strong canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best global issue candidate because it most directly captures the cluster\u2019s dominant user-visible regression pattern across many models and upgrade paths.", + "best_issue_reason": "issue:45850 is the most cluster-wide representative issue, covering the widest regression surface among the listed items, even though it lacks the specificity usually needed for dedupe triage.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Different bugs: Qwen3.5 chat crash vs generic v5 model-breakage complaint." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading failure and tf backend error are unrelated code paths." - }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Specific processor save_pretrained file bug vs a generic bug report with no concrete overlap." + "reason": "One is a specific processor.save_pretrained bug; the other is an empty generic report. No shared concrete failure mode." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer ReLU discussion and video num_frames semantics are unrelated." + "reason": "DSA/ReLU discussion is unrelated to SmolVLM video padding/num_frames behavior." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Same model family, but different failures: unsupported Qwen3-VL-Moe path vs missing tensor-parallel plan." + "reason": "Both mention Qwen3-related models, but one is a general Qwen3-VL-Moe bug and the other is a tensor-parallelism metadata issue." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both involve import/lazy-loading concerns, but the actual bugs and fixes are different." + "reason": "Both touch import/lazy-loading areas, but one is a broad lazy-loading complaint and the other is a specific sys.modules access bug." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL output bug and PretrainedConfig type-checking regression are unrelated." + "reason": "Qwen3-VL bbox output behavior and PretrainedConfig type checking are unrelated failures." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3.5-VL related, but one is bbox output failure and the other is an infinite-loop image-specific bug." + "reason": "Same general model family, but one is bbox-output hallucination and the other is an infinite-loop image case; different bugs." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are different upgrade regressions." + "reason": "CLI env command breakage and checkpoint reload compatibility are different code paths." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* / lazy-loading cleanup vs chunked_prefill cache missing are distinct issues." + "reason": "Import-star performance/regression and chunked_prefill cache availability are not the same bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config pad_token_id attribute bug is model-specific and not the same as broad v5 breakage." + "reason": "A missing Llama4Config attribute is a specific config bug, not the broad v5 breakage umbrella." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade-related, but one is checkpoint reload failure and the other is remote-code/meta-init incompatibility." + "reason": "Both are v5 loading regressions, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad token attribute regression is separate from the generic v5 breakage complaint." + "reason": "StableLmConfig pad_token_idx regression is specific and distinct from the generic v5 breakage report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo and broad model breakage are not the same underlying bug." + "reason": "A cache-strategy typo is unrelated to broad model breakage." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Broad upgrade complaints overlap only thematically; one is import errors, the other generic model breakage." + "reason": "General import errors after upgrade are broader than, but not the same as, the generic 'too many models break' complaint." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 support request for Qwen3-VL is unrelated to a DeepSeek weight-conversion question." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion support." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings API and cache-strategy typo are unrelated." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* lazy-loading issue and missing Qwen3_5 module import are different failures." + "reason": "Import-time slowdown from import * is not the same as a missing Qwen3_5ForCausalLM import/export." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Sam3 tracker/model mismatch and Liger Kernel not applied with model_init are unrelated." + "reason": "SAM3 tracker model-type warning and Liger Kernel application in model_init are different subsystems." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing test seeds and inverse_sqrt scheduler kwargs are different bugs." + "reason": "Seed-related flaky tests are unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow import sometimes and lazy loading broken are related in topic only, not the same defect." + "reason": "Slow import timing and broken lazy loading are related at a high level, but not the same concrete failure." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Environment command regression and scheduler kwargs bug are unrelated." + "reason": "CLI env command breakage does not match a scheduler kwargs bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support error for Nemotron and Qwen3-VL bbox hallucination are different model issues." + "reason": "Flash Attention 2.0 support error for Nemotron is unrelated to Qwen3-VL bbox output issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility regression and Qwen3-VL output bug do not share a concrete code path." + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct bugs." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error and a generic bug report are not duplicates." + "reason": "Position_ids buffer access error is specific; the other item is only a placeholder report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is a concrete tokenizer bug, unlike the generic bug report." + "reason": "Tokenizer save_pretrained mismatch is specific and not the same as a generic bug report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs are different subsystems." + "reason": "AutoProcessor cached_file kwargs plumbing is unrelated to scheduler configuration." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue do not share an underlying bug." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but one is import-* cleanup and the other is HybridCache export/import failure." + "reason": "Import-star performance regression is not the same as a missing HybridCache export." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import cleanup regression and a testing_utils bug are not the same issue." + "reason": "Import-performance regression and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python-version incompatibility and generic v5 model breakage are only broadly related." + "reason": "Python support regression is separate from the generic v5 breakage complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bbox error and Qwen3.5 MoE from_pretrained failure are different model-specific bugs." + "reason": "Different Qwen3 variants and different symptoms; not the same concrete failure." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support regression and missing Qwen3_5ForCausalLM import are unrelated." + "reason": "Python compatibility and a missing model import are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Patchtsmixer post_init validation and tied-weight-key crash are different code paths." + "reason": "Optional post_init policy and tied-weights list handling are different model-internal bugs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and tokenizer-loading regression are not the same underlying bug." + "reason": "Documentation confusion and tokenizer loading regression are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading malfunction are separate v5 infra issues." + "reason": "Broken env CLI and lazy-loading malfunction overlap only loosely and do not look like one bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application problem and flash_attention_3 degenerate training are distinct bugs." + "reason": "Liger Kernel application in model_init is unrelated to flash_attention_3 training degeneration." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer discussion and Gemma-4 audio positional encoding bug are unrelated." + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder bug report is not the same as the Qwen3.5 MoE from_pretrained error." } ] }, @@ -18554,7 +18555,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 60, "review_unit_count": 61, "status": "reviewed", @@ -18575,6 +18576,7 @@ "issue:41669", "issue:42371", "issue:42913", + "issue:42936", "issue:43066", "issue:43298", "issue:43352", @@ -18584,12 +18586,13 @@ "issue:43572", "issue:43576", "issue:43618", + "issue:43668", "issue:43704", "issue:43717", + "issue:44031", "issue:44230", "issue:44261", "issue:44263", - "issue:44273", "issue:44351", "issue:44485", "issue:44492", @@ -18599,7 +18602,6 @@ "issue:44908", "issue:44938", "issue:44998", - "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18610,13 +18612,9 @@ "issue:46144", "issue:46172", "issue:46218", - "issue:46655", "issue:46894" ], "soft_pairs": [ - "issue:43519|issue:46655", - "issue:44273|issue:44908", - "issue:45230|issue:45310", "issue:44655|issue:44861", "issue:43576|issue:46218", "issue:43519|issue:44485", @@ -18655,288 +18653,284 @@ "issue:31515|issue:31795", "issue:44230|issue:45310", "issue:43298|issue:44230", - "issue:43717|issue:46144" + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" ], - "prepared_review_unit_hash": "f0dfca480ae299ca72a894fa08fc0b7c656ea92ed69bdbacb69a4dd52d27921b", + "prepared_review_unit_hash": "3da0cf0e42e95d62e33d6f4e72b7155f6b22a83df0cd5c268d5f73cd845210b4", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39367, - "estimated_input_tokens": 9842, - "estimated_eval_tokens": 19940 + "soft_pair_count": 41, + "serialized_chars": 39140, + "estimated_input_tokens": 9785, + "estimated_eval_tokens": 19826 }, "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 closely enough to merge. Most pairs are only superficially similar by shared model family, a broad subsystem, or a generic regression theme; the concrete symptoms and code paths differ.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43525 is the clearest self-contained bug report in the set: a specific model, a concrete missing attribute, and a narrow actionable failure path.", + "summary": "This is not a true duplicate cluster: the items span unrelated Transformers bugs and regressions (save_pretrained, tokenizer/config issues, loading errors, model-specific inference bugs, scheduler behavior, etc.). All soft pairs should be rejected as merely title-similar, not the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate exists. If forced to pick an umbrella, issue:45850 is the broadest v5-regression report, but it is too vague to serve as a real duplicate sink.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43525 is the strongest canonical candidate because it is specific, reproducible, and points to a well-scoped fix surface.", + "best_issue_reason": "issue:45850 is the closest thing to a cluster representative because it broadly matches the recurring 'v5 breaks many models' theme, but the cluster is too heterogeneous for a strong best-issue choice.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43519", - "right": "issue:46655", - "accept": false, - "reason": "Different models and different processors: timestamp calculation in Qwen3VL vs padding calculation in SmolVLM video processing." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Unrelated subsystems: lazy loading vs learning-rate scheduler kwargs." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "One is a generic bug placeholder; the other is a specific Qwen3.5 MoE from_pretrained regression." - }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipeline objects and tied-weight-key handling are different code paths with different failures." + "reason": "Different bugs: Pipeline save_pretrained missing files vs _tied_weights_keys list handling crash." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "CLI/env command breakage is unrelated to an import failure for a specific model class." + "reason": "Different failures: broken env command vs import error for Qwen3_5ForCausalLM." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model-specific bugs: processor timestamp logic vs GLM-5 RoPE implementation." + "reason": "Different model/code paths: Qwen3VL timestamp bug vs GLM-5 RoPE implementation issue." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different models and symptoms: Gemma-4 audio positional encoding vs CohereASR training-loss shifting." + "reason": "Different model-specific training/inference bugs: Gemma-4 audio positional encoding vs CohereASR loss double-shift." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp logic and scheduler kwargs are unrelated." + "reason": "Unrelated bugs: processor timestamp calculation vs inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to a VRAM leak in multi-threaded dataloading." + "reason": "Different scope: import * cleanup/perf issue vs Qwen3ForCausalLM VRAM leak." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward inputs is not the same as a model-loading regression." + "reason": "Different problem types: documentation confusion vs Llama 3.2 vision model loading regression." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek-V4, but the reported bugs are different: gating logic vs a tensor transpose/cast issue." + "reason": "Different DeepSeek issues: shared expert gating bug vs tensor transpose/dtype expression bug." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in threading and RoPE implementation are distinct bugs." + "reason": "Different bugs: VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different models and different implementation areas; no shared failing code path." + "reason": "Different model implementations: GLM-5 RoPE vs Gemma-4 audio positional encoding." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage is unrelated to timestamp calculation in a video processor." + "reason": "Different failures: unwanted network requests with local_files_only vs Qwen3VL timestamp bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance and a VRAM leak are unrelated issues." + "reason": "Different areas: TF32 settings guidance vs Qwen3ForCausalLM memory leak." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad 'many models break' report is too vague to match a specific Qwen3_5 import failure." + "reason": "Different regressions: generic v5 breakage complaint vs import failure for Qwen3_5ForCausalLM." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different failure modes in different model families; no evidence of one underlying bug." + "reason": "Different bugs: timestamp calculation vs VRAM leak." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "Different model internals: GLM MoE torch.split behavior vs Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Different models and different numerical issues; not the same bug." + "reason": "Different precision/config problems: MLA q_a_layernorm eps mismatch vs Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models is not a weight-conversion-script request." + "reason": "Different requests: continuous batching support for audio models vs DeepSeek-V4 weight conversion question." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Two different import failures with no shared target or code path." + "reason": "Different import failures: HybridCache export missing vs Qwen3_5ForCausalLM module import error." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash-Attention support for Nemotron and an import error for Qwen3_5 are unrelated." + "reason": "Different issues: NemotronH Flash Attention 2.0 support vs Qwen3_5ForCausalLM import failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-v5 complaints, but the symptoms are different enough that they do not clearly describe one concrete bug." + "reason": "Related theme but not same bug: tokenizer v4/v5 behavior difference vs wrong decoder type in v5." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2LMHeadModel flash-attention support is more specific than the generic Flash Attention 2.0 topic." + "reason": "Same broad feature area only: GPT2LMHeadModel FA2 support request vs generic Flash Attention 2.0 topic." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated generic issue title do not match." + "reason": "Completely unrelated: scheduler kwargs bug vs unrelated 'Unemployment' issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache-strategy naming is unrelated to the generic issue." + "reason": "Different issues: cache-strategy typo vs unrelated non-technical issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to the generic issue title." + "reason": "Different bugs: CLIPOutput attentions assignment regression vs unrelated 'Unemployment' issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A generic 'too many models break' complaint does not identify the same concrete bug as the generic placeholder issue." + "reason": "Not a duplicate pair: unrelated issue vs generic v5 breakage complaint." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the generic issue." + "reason": "Different problems: Python 3.14 load failure vs unrelated 'Unemployment' issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat-template tool-call crashes are different features and failures." + "reason": "Different code paths: tied-weight-key crash vs chat template tool-call crash." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an import error for layer_type_validation are different problems." + "reason": "Different scope: from_pretrained performance complaint vs ImportError for layer_type_validation." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in config is not the same as tied-weight key list handling." + "reason": "Different bugs: missing pad_token_idx after v5 update vs tied-weights list handling crash." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config missing pad_token_id and tied-weight key handling are distinct code paths." + "reason": "Different bugs: Llama4Config pad_token_id absence vs tied-weights list handling crash." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request and missing processor save files are unrelated." + "reason": "Different requests: fp8 inference support vs processor.save_pretrained missing files." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is Nemotron unsupported status; not the same concrete bug or change." + "reason": "Same broad feature area only: Flash Attention 2.0 support requests for different models, not the same bug/change." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug and slow from_pretrained loading are unrelated." + "reason": "Different bugs: Bart generate() decoder_attention_mask error vs from_pretrained slowness." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on training failure is not the same as checkpoint loading performance." + "reason": "Different problems: MLFlow reporting after training failure vs from_pretrained slowness." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained slowness and tensor-parallel training bugs are different failure modes." + "reason": "Different layers: checkpoint loading performance vs tensor-parallel training bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and forward-API documentation confusion are unrelated." + "reason": "Different issues: slow checkpoint loading vs confusing forward() documentation." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Different bugs: fp8 support request vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 inference support are different feature requests." + "reason": "Different feature requests: continuous batching for audio models vs fp8 inference support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated implementation issues." + "reason": "Different model components: Mamba init_weights behavior vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model bugs: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Different defects: ModernBERT type hint bug vs tokenizer regex warning regression." } ] }, @@ -18950,7 +18944,7 @@ { "label": "issue", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 61, "review_unit_count": 61, "status": "reviewed", @@ -18966,12 +18960,9 @@ "issue:43668", "issue:43813", "issue:44031", - "issue:46018", "issue:46144" ], "soft_pairs": [ - "issue:42936|issue:46018", - "issue:43668|issue:44031", "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", @@ -18982,100 +18973,88 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "4cf3715f25058c3c5bf72a5e9b627bdbd4d63ccc254992c82ea27136d4aa4094", + "prepared_review_unit_hash": "fe88e5ab6cd65d9c9782aed9b702d8d5df234ff4e984b3c46ac3f06cf3b6fbfa", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1841, - "serialized_chars": 955860, - "estimated_input_tokens": 238965, - "estimated_eval_tokens": 478186 + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 7776, - "estimated_input_tokens": 1944, - "estimated_eval_tokens": 4144 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6641, + "estimated_input_tokens": 1661, + "estimated_eval_tokens": 3578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues cover unrelated bugs across different models/components (norms, loss kwargs, tokenizer warnings, attention interfaces, and a typo). No duplicate cluster is evident, so all soft-edge pairs should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43240 is the most concrete and actionable report in the set: it describes a specific loss-kwargs propagation bug with a clear code-path implication.", + "summary": "The cluster is noisy: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention plumbing. None of the soft-similarity pairs look like the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "#43240 is the broadest and most generic report in the set, so it is the least bad anchor for this noisy cluster, but it is not truly a strong canonical match for the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43240 is the best representative issue because it is narrowly scoped, implementation-specific, and likely to map to a single fix.", + "best_issue_reason": "#43240 is the best single representative only because it describes a generic code-path bug and has the most cluster-like wording; however, the surrounding issues are still heterogeneous and should not be merged as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Different models and different failure modes: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "A config type-hint mistake is unrelated to a tokenizer regex warning regression." - }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "One is about Mask2Former ignore_value usage; the other is about loss kwargs not being forwarded." + "reason": "Mask2Former ignore_value handling and missing kwargs in loss calculation are different bugs in different code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs propagation and RoFormer attention interface usage are distinct code-path problems." + "reason": "Generic loss kwargs plumbing is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value behavior is unrelated to tokenizer warning behavior." + "reason": "Model ignore_value logic and tokenizer regex warnings are unrelated subsystems." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern different subsystems and different bugs; no shared underlying fix is apparent." + "reason": "Mask2Former loss handling and RoFormer attention implementation concerns do not describe the same defect." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value handling in a model head is unrelated to a typo in a quantization attribute name." + "reason": "Ignoring a value in a segmentation model is unrelated to a typo in a quantization attribute name." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Forwarding kwargs to a loss function is unrelated to a ModernBERTConfig type annotation issue." + "reason": "Passing kwargs to loss functions and an incorrect type hint for norm_eps are different issue types and code paths." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint error and a string/attribute typo are different defect types with no common code path." + "reason": "These are both minor correctness issues, but one is a type hint problem and the other is a typo in a different feature." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMS-norm behavior question for Llama4TextL2Norm is unrelated to a ModernBERT config type hint." + "reason": "RMS norm semantics for Llama4TextL2Norm and ModernBERT norm_eps typing are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former loss/ignore_value logic and ModernBERT config typing do not describe the same bug." + "reason": "Mask2Former ignore_value behavior and ModernBERT config typing do not share the same underlying bug." } ] }, @@ -19089,7 +19068,7 @@ { "label": "issue", "component_index": 2, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19108,12 +19087,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "ada96ec7f012a44d1948ab1aff1fb32cf36cee0143dfa255eb191c2367c5de8f", + "prepared_review_unit_hash": "11e308900c4a00bfdbfe5165b61a4db9fa9fcfe6f73fd639f3bd371d06fafa2d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2874, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19121,7 +19100,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2874, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19130,30 +19109,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one is about token truncation direction, one about ReduceLROnPlateau-like scheduling, and one about Wav2Vec2 word time offsets. The cluster looks like a false-positive similarity grouping rather than a single underlying bug.", + "summary": "The cluster is not a duplicate set: one issue is about tokenizer truncation behavior, one about ReduceLROnPlateau-style scheduling, and one about Wav2Vec2 word boundary timestamps.", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue exists because the topics are unrelated and do not describe the same bug or feature request.", + "canonical_issue_reason": "No clear canonical issue for deduping; the issues are on unrelated topics and should not be collapsed into one.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good global canonical representative for the cluster; 10519 is the most self-contained, but it still has no relationship to the other two.", + "best_issue_reason": "Issue #11307 is the most discussion-active, but it is still not a good canonical target because it concerns a different feature area than the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: tokenizer truncation behavior vs Wav2Vec2 word boundary timing." + "reason": "Different features: tokenizer truncation settings vs. Wav2Vec2 word time offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated functionality: truncation option vs learning-rate scheduler behavior." + "reason": "Unrelated topics: truncation strategy vs. learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug or change; scheduler feature request is unrelated to Wav2Vec2 timestamp extraction." + "reason": "No shared underlying bug or change; scheduler behavior vs. speech model timestamp extraction." } ] }, @@ -19167,7 +19146,7 @@ { "label": "issue", "component_index": 3, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19185,12 +19164,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "2fef424e1aa6db6c0457ae8a812a119b6e9c418513283024be98a7e9192bda07", + "prepared_review_unit_hash": "ad8fb81406e3c6fbc34e010d9ea8cd4aaab37eefdb8a24a73f7755ac9a84d5f7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19198,7 +19177,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19207,24 +19186,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated issue reports. The only potentially general model-loading failure is #16618, while #15980 is specifically about an unauthenticated private-model download error and #13244 is about Tapas tokenization behavior, so neither soft pair should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "#16618 is the clearest standalone bug report about model loading failure and is more central than the other two, which describe different subsystems and failure modes.", + "summary": "These issues do not describe the same underlying bug: one is about Tapas tokenization mismatch, one about a private-model download/login error, and one about failing to load bert-base-uncased. The soft-similarity links are too broad to treat as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster is present; if forced to pick one, issue 16618 is the broadest and most central-sounding loading failure, but it is not a real canonical target for the others.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative issue because it names the concrete user-facing failure, whereas #15980 is an auth/error-message problem and #13244 is a tokenizer parity issue.", + "best_issue_reason": "Issue 16618 is the most general and discussion-heavy of the three, so it is the least-bad representative of this weak cluster, though still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "These describe different problems: Tapas tokenization mismatch versus inability to load bert-base-uncased. They are not the same underlying bug." + "reason": "Tapas tokenization behavior is a different problem from a bert-base-uncased load failure; no shared code-path or concrete bug match." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is about the error shown when downloading a private model without login, not the same failure as #16618's model-loading issue." + "reason": "The private-model download/login error is a distinct authentication/download issue, not the same as a generic model-loading failure." } ] }, @@ -19238,7 +19217,7 @@ { "label": "issue", "component_index": 4, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19254,7 +19233,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "8f76a7e6011a335b5c884e5ecc4eb93de67f787cfaa6167a6cae6da475c12cf8", + "prepared_review_unit_hash": "4c4111f1809acee8990091fc9b6bcf251c6ff331438eb483e3e375ad2488cdb7", "component_budget": { "node_count": 2, "item_count": 2, @@ -19276,18 +19255,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different feature requests: Flash Attention 2 support for more architectures vs GGUF support for more architectures. They are not duplicates and should not be clustered together.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the issues describe distinct enhancement requests for different code paths and formats.", + "summary": "These are two unrelated feature requests: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They do not describe the same underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a single representative is required, issue 26350 is slightly better due to being older and having more discussion, but it is not a duplicate of issue 33260.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different features with different technical goals (Flash Attention 2 vs GGUF support); same broad theme of architecture support is too weak for duplicate/merge triage." + "reason": "Different enhancement areas and code paths (Flash Attention 2 vs GGUF support); they are not duplicates." } ] }, @@ -19301,7 +19280,7 @@ { "label": "issue", "component_index": 5, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19352,12 +19331,12 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "6d6d4edb052383ac3ec27e42ce44ac422e53244189b2489bcec37e39cb5c1046", + "prepared_review_unit_hash": "7701915672e9d99b78ad85e76decdd2c077c4ccf5f0ac736cde5e5a4818f95a3", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15982, + "serialized_chars": 15984, "estimated_input_tokens": 3996, "estimated_eval_tokens": 8248 }, @@ -19365,7 +19344,7 @@ "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15982, + "serialized_chars": 15984, "estimated_input_tokens": 3996, "estimated_eval_tokens": 8248 }, @@ -19374,200 +19353,203 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not true duplicates: most are separate docs-translation requests for different languages, while a few are generic template instances. The cluster is driven by template similarity rather than the same underlying issue.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a real duplicate canonical because each concrete issue targets a different language translation request; issue 43834 is only the closest generic template match.", + "summary": "The set splits into two clear duplicate groups: the generic i18n placeholder translation issues (43834/44365/44370) and the identical Thai-title pair (46222/46226). The remaining Thai-title issue 46931 is similar in theme but has a different title, so it should not be treated as a duplicate based on the available evidence. Language-specific translation requests like Turkish, Spanish, and Romanian are distinct from the generic template issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the best representative of the main duplicate subgroup because it uses the clean generic i18n placeholder title and matches the exact duplicates 44365 and 44370.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43834 is the best representative only in the narrow sense that it is the generic placeholder form, but it is not a good global canonical because the cluster contains multiple independent language-specific requests.", + "best_issue_reason": "issue:43834 is the strongest issue to keep as the representative of the generic template subgroup, since its title is the clearest placeholder form and it sits at the center of the exact-title duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language translation requests; same template wording but not the same underlying task." + "reason": "Different language target; this is a Turkish-specific request, not the same issue as the generic template." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language translation requests; they are structurally similar but not duplicates." + "reason": "Different language target; separate translation request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "One is a concrete Turkish request and the other is a generic placeholder template, so not the same issue." + "reason": "Turkish-specific request vs generic template; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Turkish vs Romanian), so these are separate requests." + "reason": "Different language target; separate translation request." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish), so not duplicates." + "reason": "Different language target; Turkish and Spanish translation requests are distinct." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Generic template vs a concrete Spanish translation request; not the same underlying issue." + "reason": "Spanish-specific request vs generic template; not the same issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different translation requests despite similar template text." + "reason": "Different language target; separate translation request." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages, so separate issues." + "reason": "Spanish and Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different translation requests; similarity is only in format." + "reason": "Different language target; not the same underlying request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Different instances of the translation template and different actual requests." + "reason": "Romanian-specific request vs generic template; not the same issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Separate language-translation requests, not one underlying bug/change." + "reason": "Different language target; separate translation request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request vs generic placeholder template; not a duplicate." + "reason": "Romanian request and generic template are not the same concrete issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different issues; only the wording/template is similar." + "reason": "Different title and content; not the same request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different issues; these are not the same concrete request." + "reason": "Different title and content; not the same request." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Both are template-like, but they still represent separate translation requests rather than one shared bug/change." + "accept": true, + "reason": "Exact same generic placeholder translation issue; very likely duplicates." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Generic placeholders only; not enough to conclude the same underlying issue." + "accept": true, + "reason": "Same placeholder title and same translation-template request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different concrete issues even if the template is identical." + "reason": "Generic template issue vs a Thai-language title issue; not enough to treat as the same duplicate." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different concrete issues even if the template is identical." + "reason": "Generic template issue vs a Thai-language title issue; not the same underlying request." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "The titles are unrelated beyond matching the template pattern; not a duplicate." + "reason": "Different Thai title and different wording; not enough evidence of duplication." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Two separate template-based translation requests; no evidence they are the same request." + "accept": true, + "reason": "Exact same placeholder issue, so they look like duplicates." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Same template pattern but not the same underlying issue." + "reason": "Different title and content; not the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Same template pattern but not the same underlying issue." + "reason": "Different title and content; not the same issue." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Titles do not indicate the same concrete task or bug." + "reason": "Different wording and title; not enough evidence of duplication." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Same generic translation template, but separate issues." + "reason": "Different title and content; not the same underlying request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Same generic translation template, but separate issues." + "reason": "Different title and content; not the same underlying request." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "No clear shared underlying issue beyond superficial similarity." + "reason": "Different Thai title and wording; not enough evidence of duplication." }, { "left": "issue:46222", "right": "issue:46226", - "accept": false, - "reason": "Even though the text is nearly identical, they appear to be distinct issue entries rather than evidence of one concrete duplicate." + "accept": true, + "reason": "Identical title and matching metadata strongly indicate duplicates." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Only superficial textual similarity; not enough to treat as the same issue." + "reason": "Similar Thai-language content, but the titles differ and the packet does not establish them as the same request." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Only superficial textual similarity; not enough to treat as the same issue." + "reason": "Similar Thai-language content, but the titles differ and the packet does not establish them as the same request." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The grouping into two exact-duplicate clusters is grounded, but the summary overstates the evidence by calling the Thai-title cluster \"spam/placeholder\" and \"unrelated.\" The packet only shows matching Thai titles for 46222/46226 and a different Thai title for 46931; it does not establish spam or placeholder behavior. Keep the conclusions more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 6, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19639,274 +19621,274 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "e546ac0256f0a3d3b3d0e3c357719e087b83d4a6fcb13bf75ae2bbc33dc7a0d0", + "prepared_review_unit_hash": "9a53227578611ca9c20cd20fd8548e50f2fe4d4dda2e19a2a8ee5b3768176148", "component_budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24672, - "estimated_input_tokens": 6168, - "estimated_eval_tokens": 12592 + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 }, "budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24672, - "estimated_input_tokens": 6168, - "estimated_eval_tokens": 12592 + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose set of model-add/support requests, not a duplicate set. The titles share a broad pattern ('Add X model/support'), but each pair targets a different model, modality, or feature, so no soft edge looks like the same underlying change. No PRs are present.", - "confidence": 0.78, - "canonical_issue_reason": "issue:36879 is the clearest concrete model-addition request and a good representative of the cluster\u2019s common pattern, even though the cluster itself is not made of true duplicates.", + "summary": "This cluster is a set of distinct model-request issues across different architectures and modalities, not duplicates. No soft edge should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 36879 is the cleanest representative of the broad \u201cadd a model\u201d pattern, but it is not a true duplicate target for the rest of the cluster; the requests are for different models and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36879 is the most representative issue overall: specific, well-scoped, and central to the repeated 'add model' theme across the cluster.", + "best_issue_reason": "Issue 36879 is a concise, self-contained model-add request and a reasonable representative anchor for the cluster, though not actually interchangeable with the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different artifacts: keypoint matcher vs MiniCPM3 architecture request." + "reason": "RoMa keypoint matcher vs MiniCPM3 architecture request; unrelated model domains and implementation paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config request and DEIMv2 are unrelated model additions." + "reason": "EuroBert config entry vs DEIMv2 model support; different architectures and different integration work." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT config change vs Qwen3-TTS support; different model families and code paths." + "reason": "EuroBert config request vs Qwen3-TTS support; text model config vs audio/TTS model support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are separate model requests, not one change." + "reason": "EuroBert config request vs RF-DETR model addition; different model families and different code changes." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct models with different integration work." + "reason": "RF-DETR detection model vs DEIMv2; separate model additions, not the same underlying request." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object detection model vs audio model; no shared underlying bug or feature." + "reason": "RF-DETR object detection vs LFM2.5 Audio 1.5B; unrelated modality and code path." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model addition and weight-sparse transformer request are unrelated." + "reason": "RF-DETR detection model vs weight-sparse transformer request; different architecture and implementation scope." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models and different tasks." + "reason": "RF-DETR model addition vs Qwen3-ASR support; detection model vs speech recognition support." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different model families and modalities; not the same implementation." + "reason": "RF-DETR detection model vs Qwen3-TTS support; unrelated modalities and integration work." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition and Qwen3-ASR support are unrelated requests." + "reason": "NeoBERT addition vs Qwen3-ASR support; different model families and different functionality." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and circuit-sparsity transformer changes do not share a concrete code-path fix." + "reason": "NeoBERT vs weight-sparse transformer; not the same model or code change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "BERT-style model request vs audio model support; different targets." + "reason": "NeoBERT text model request vs LFM2.5 Audio 1.5B; different modality and scope." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct model additions." + "reason": "RF-DETR model vs NeoBERT; unrelated architectures and implementation targets." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate models; same broad area only." + "reason": "NeoBERT vs ModernVBERT models; distinct model requests despite both being BERT-like names." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are different model implementations." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different model families and tasks." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 model support vs weight-sparse transformer request are not the same change." + "reason": "MiniCPM3 architecture work vs weight-sparse transformer support; different concrete changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model requests." + "reason": "MiniCPM3 architecture vs ModernVBERT models; separate model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated." + "reason": "MiniCPM3 architecture vs Voxtral TTS support; unrelated model types and code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." + "reason": "DEIMv2 detection model vs Qwen3-TTS support; different modalities and implementation areas." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are separate requests." + "reason": "ModernVBERT models vs Qwen3-ASR support; distinct model families and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model additions." + "reason": "ModernVBERT models vs Qwen3-TTS support; text-model config request vs speech model support." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs a general RoPE-related BERT-like proposal; not the same concrete change." + "reason": "ModernVBERT models vs BERT-like models with RoPE; one is a model request, the other is a broad architectural enhancement." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "General RoPE support for BERT-like models and Voxtral TTS support are unrelated." + "reason": "BERT-like models with RoPE is a broad architectural request; Voxtral TTS support is a specific audio model addition." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT/RoPE model request vs an unrelated personal-name issue; no overlap." + "reason": "BERT-like models with RoPE vs a personal-name issue; clearly unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by name only; distinct support paths." + "reason": "Qwen3-TTS support vs Qwen3-ASR support; same vendor family but different concrete models and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both audio-related, but different models and tasks; not one mergeable fix." + "reason": "Qwen3-TTS support vs Voxtral-4B-TTS support; different TTS models and likely different integration details." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support and DeepSeek-OCR2 are different model integrations." + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; different modalities and model implementations." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and weight-sparse transformer request are unrelated." + "reason": "Qwen3-TTS support vs weight-sparse transformer request; not the same underlying feature." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with separate work." + "reason": "Qwen3-ASR support vs LFM2.5 Audio 1.5B; both audio-related, but different models and likely different processing pipelines." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support vs EUPE encoder request; different model additions." + "reason": "Qwen3-ASR support vs EUPE encoder request; different model classes and tasks." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and circuit-sparsity transformer request are not the same feature." + "reason": "Qwen3-ASR support vs weight-sparse transformer; unrelated change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model support and SAM3-LiteText are different integration targets." + "reason": "LFM2.5 Audio 1.5B vs SAM3-LiteText; audio model request vs vision-language/text-related model." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink option are different changes." + "reason": "LFM2.5 Audio 1.5B vs SWA+sink option for Granite models; different models and different feature requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer request and EUPE model request are unrelated." + "reason": "Weight-sparse transformer request vs EUPE encoder request; separate architectures and implementation goals." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model support requests." + "reason": "Qwen3-ASR support vs Voxtral-4B-TTS support; ASR and TTS are different concrete model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are different model requests." + "reason": "NeoBERT vs Voxtral-4B-TTS support; unrelated text model and audio model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are distinct model additions." + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different model family and task." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language models; same broad domain only." + "reason": "EUPE encoder request vs TIPSv2 vision-language pretraining model; different model additions." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT model request and unrelated personal-name issue share no underlying change." + "reason": "ModernVBERT models vs a personal-name issue; no technical overlap." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and unrelated personal-name issue are not duplicates." + "reason": "Voxtral TTS support vs a personal-name issue; unrelated." } ] }, @@ -19920,7 +19902,7 @@ { "label": "issue", "component_index": 7, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19936,7 +19918,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "af5bd9264c2ade167cea9d8286bf3cfc54e3cba527c4ffb63c671c77f5a949a5", + "prepared_review_unit_hash": "3ae1f1bea72f1951ec5a3edd14542a7533406afd905030807974856f32330c02", "component_budget": { "node_count": 2, "item_count": 2, @@ -19958,18 +19940,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request to add Pruna as an optimization framework, while the other is a technical Vision RoPE refactor. They do not describe the same underlying problem or change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the topics are unrelated and there is no shared bug or feature request to collapse onto one issue.", + "summary": "The two issues are unrelated: one is a documentation request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no evidence they describe the same bug or change, so they should not be clustered together.", + "confidence": 0.96, + "canonical_issue_reason": "No shared code path, subsystem, or concrete problem; the titles and contexts indicate different domains (docs/integration vs vision model refactor).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the more substantive and specific technical work item; it is the better representative issue in this pair, though not a duplicate target for #38740.", + "best_issue_reason": "Issue #46443 is the stronger standalone candidate within this pair because it appears to describe an actual code refactor, whereas #38740 is a docs/information request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different scopes and intent: documentation/framework listing request vs a Vision RoPE code refactor. No evidence they refer to the same underlying change." + "reason": "Different subjects and likely different work streams: a docs request about Pruna versus a Vision RoPE refactor. They do not appear to be the same underlying issue." } ] }, @@ -19983,7 +19965,7 @@ { "label": "issue", "component_index": 8, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19999,12 +19981,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "e2ee96cba9396022e1a3c9926aa435bc1f40fa5bb33042bda070729ba0de732b", + "prepared_review_unit_hash": "d243f65659d03e8d7d7ba1ac4d275bdd4135faa0fb5bf54651631697a0af9aef", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20012,7 +19994,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20021,18 +20003,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not look like duplicates: one is about set block decoding, the other about DeepSeek v3.2 support. The soft similarity signal is too weak to justify merging them.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #41084 is the better canonical representative because it is the more general technical topic, while #43037 is a specific model-support request.", + "summary": "The two issues are not duplicates: one asks for set block decoding, while the other requests DeepSeek v3.2 support. They concern different features and likely different code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#41084 is the best issue to anchor the cluster since it is broader and more likely to describe the underlying implementation area rather than a single model request.", + "best_issue_reason": "Issue #43037 is the more concrete and actionable request because it names a specific model/version target; #41084 is comparatively vague.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: the titles and likely intents are unrelated; 'Set Block Decoding' concerns a decoding mode/implementation detail, while 'DeepSeek v3.2 support' is a model compatibility request. No shared files, targets, or explicit linkage." + "reason": "Unrelated requests: block decoding vs model support. No shared target, filename, or concrete code-path overlap suggesting a duplicate." } ] }, @@ -20046,7 +20028,7 @@ { "label": "issue", "component_index": 9, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20062,7 +20044,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "fc07ad48c73dd5a0e92986297fae7aaf6f7ad52cc2cab0ba11a17939862034fb", + "prepared_review_unit_hash": "95a7fd11d3bba54824cd19aa0c8edd82f2092a443328faec35fbd08cb1b71dc5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20084,18 +20066,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about memory-efficient/tiled model components, but they describe different features in different code paths: one is about exposing a `TiledFusedLogitsLoss` / FLCE flag in `from_pretrained()`, while the other requests integrating `TiledMLP`. They should not be clustered as duplicates.", + "summary": "These look related only at a very high level (Tiled/Liger memory-optimization work), but they target different features and code paths: one is about exposing TiledFusedLogitsLoss/FLCE via `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. Not a duplicate pair.", "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue 41306 is slightly more concrete and narrowly scoped, but it is not a true duplicate of 41826.", + "best_issue_reason": "Issue #41306 is the more concrete, narrowly scoped request, but it should not be treated as a duplicate of #41826; #41826 is a separate feature request for TiledMLP.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests and likely different code paths: FLCE/from_pretrained configuration vs. adding TiledMLP for lower memory use. No explicit linkage or shared filenames/targets." + "reason": "Different underlying changes: `from_pretrained()` support for TiledFusedLogitsLoss/FLCE vs adding TiledMLP integration. Same broad optimization theme, but not the same bug or change." } ] }, @@ -20109,7 +20091,7 @@ { "label": "issue", "component_index": 10, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20125,7 +20107,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "9c9e8f6882ae04cf1beaaf9732aa144760b8007df33d63f82f1f1a0f667ca023", + "prepared_review_unit_hash": "3326a114ae7712a2054f0244ec543c23eec8f444ec3068a7e7da01c226186e51", "component_budget": { "node_count": 2, "item_count": 2, @@ -20147,18 +20129,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct Trainer customization issues: one about `remove_unused_column` behavior, the other about FLOPS estimation with custom trainers. They share the same broad area but not the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43598 is the more specific and actionable bug report, centered on a concrete Trainer behavior (`remove_unused_column`) and its customizability.", + "summary": "These two closed issues are not duplicates: one asks to make `remove_unused_column` more customizable in `Trainer`, while the other asks to account for custom trainers when estimating FLOPs. They touch adjacent trainer logic but describe different underlying problems and fixes.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the better representative for the cluster because it is narrowly scoped and directly describes a single Trainer customization problem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but they address different code paths and outcomes: column removal customization vs FLOPS estimation. They are not the same underlying bug or change." + "reason": "Different user-facing problems and code paths: one is about column removal behavior/customizability, the other about FLOPs estimation for custom trainers. Shared trainer context alone is not enough to treat them as the same bug." } ] }, @@ -20172,7 +20154,7 @@ { "label": "issue", "component_index": 11, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20188,7 +20170,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "7ad541e71e04a019b7c43d5911ed2e0400342429971c56c5012bc1b227d42a28", + "prepared_review_unit_hash": "d798a29930101eaf125287ff434fb6919547aa2d6866f151d78917d5d19dcabd", "component_budget": { "node_count": 2, "item_count": 2, @@ -20210,18 +20192,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different model families and different AutoModel APIs: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are related only at a broad \u201cadd model support\u201d level, not the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Two closed issues request different auto-model support additions for different Qwen variants/tasks; they are related in theme but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the cleaner representative of the cluster theme because it is a straightforward auto-model registration request, but it is still not a duplicate of #44405.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the broader and more concrete API-registration request, but it is not a duplicate of #44405; the topics and target classes differ.", + "best_issue_reason": "#43684 is the best issue representative here because it targets the core auto-registry problem more directly and broadly than the sequence-classification-specific request in #44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different models (Qwen3-Omni vs Qwen3.5) and different auto classes (generation registration vs sequence classification support); not the same underlying change." + "reason": "Different underlying changes: #43684 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and tasks, so not one duplicate fix." } ] }, @@ -20235,7 +20217,7 @@ { "label": "issue", "component_index": 12, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20258,12 +20240,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e429079caea6c4cc196581fef0609df9cab7b3386b02971e593d613b18d003db", + "prepared_review_unit_hash": "2c69701ebe189d177d8360cc21293b7d63fa744b8fcd11eb04632b0c27f587df", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20271,7 +20253,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20280,62 +20262,65 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four issues are too sparse to establish real duplicate identity; the three identical-title \"huggingface\" issues are the closest candidates, but there is not enough substantive evidence to confidently merge any pair.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43859 is the best placeholder canonical because it matches the repeated title and has the only discussion activity, but the cluster lacks body/detail evidence.", + "summary": "The three \"huggingface\" issues (43845, 43846, 43859) appear to be the same report and likely duplicates; 43835 ('Fett') looks unrelated. I would use 43845 as the cluster representative because it is the earliest of the repeated huggingface issues.", + "confidence": 0.84, + "canonical_issue_reason": "43845 is the earliest of the near-identical 'huggingface ' issues and is the cleanest representative of that duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43859 is the most suitable cluster representative: it is one of the repeated-title issues and has slightly more activity than the others.", + "best_issue_reason": "43845 is the best issue to keep as the canonical duplicate target because it is earliest and matches the repeated title/body pattern of the other huggingface reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Only weak title similarity; no body details, links, or shared targets to show the same underlying issue." + "reason": "Different titles with no shared concrete details; 'Fett' does not look like the same issue as the repeated 'huggingface ' reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only weak title similarity; no substantive evidence of the same bug/problem." + "reason": "Same as above: no evidence that 'Fett' is the same underlying problem as 'huggingface '." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title from the repeated huggingface issues, and there is no content evidence tying it to the others." + "reason": "No meaningful overlap beyond generic similarity; this does not look like a duplicate of the huggingface issues." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Identical short title, but the issues are otherwise empty; that is not enough to safely treat them as the same underlying report." + "accept": true, + "reason": "Same title, minimal bodies, and close creation time strongly suggest duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but there is no description or issue-target evidence to confirm a duplicate." + "accept": true, + "reason": "Same repeated 'huggingface ' title and similarly minimal content indicate the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but insufficient evidence to conclude they refer to the same concrete issue." + "accept": true, + "reason": "These are effectively the same 'huggingface ' report and are very likely duplicates." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: 43845/43846/43859 share the exact title, are close in time, and have similarly minimal bodies, while 43835 is clearly different. Choosing 43845 as the earliest representative is reasonable, and the duplicate language stays appropriately probabilistic." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 13, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20362,7 +20347,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "edd89155e9f2dd29dde7e59e0880390fcb7d12af902bf26da389f92a3bc01cda", + "prepared_review_unit_hash": "415bc9d1b9d188d868c981751ff712112abb817301dcd7f658aa55878340d227", "component_budget": { "node_count": 5, "item_count": 5, @@ -20384,66 +20369,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-information, likely spam or placeholder issues with no evidence of a shared underlying bug. The similar titles are not enough to treat them as duplicates, so the soft links should all be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue exists: the items are unrelated spam/placeholder reports with too little substantive detail to identify a common bug.", + "summary": "These are not duplicate issues: the titles are unrelated placeholder/spam or generic documentation phrases, and there is no body/detail linking them to the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the set appears to be unrelated low-signal/spam issues rather than multiple reports of one bug.", "canonical_pr_reason": null, - "best_issue_reason": "If one must be chosen as a representative, issue 44418 is the least spam-like title, but it still does not represent a real shared issue cluster.", + "best_issue_reason": "None of the issues is a strong representative for a duplicate cluster; 44418 is only the most generic non-spam-looking title, but it still does not match the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are placeholder spam titles, but there is no substantive body, target, or code-path evidence showing the same underlying issue." + "reason": "Both are spam-like placeholders, but there is no evidence they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-style titles are not enough; there is no concrete bug description tying them together." + "reason": "Same spam-like format, but no shared bug, feature request, or concrete target is visible." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; no shared underlying issue is shown." + "reason": "The titles are different and generic; this looks like unrelated noise rather than a duplicate." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Completely different titles and no supporting evidence of the same problem." + "reason": "A spam placeholder and a quoted organization name do not indicate the same issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; no concrete common issue." + "reason": "Generic documentation wording versus spam placeholder; no shared underlying problem is evident." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; no evidence they describe the same bug or change." + "reason": "These are both low-signal, but not clearly the same request or defect." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Although the titles match, both are bare spam placeholders with no details to verify a shared underlying bug." + "reason": "Identical spam titles alone are not enough to conclude they are the same report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated promotional-looking title; no shared issue." + "reason": "No overlap beyond being low-signal issues; the subjects are unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated promotional-looking title; no shared issue." + "reason": "The titles do not point to the same bug or change, so this is not a duplicate match." } ] }, @@ -20457,7 +20442,7 @@ { "label": "issue", "component_index": 14, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20473,7 +20458,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "679779e3e7a577e4947fdfe3b6c6a87fe88d9f92348332d8e4fde54ea9ce6e7e", + "prepared_review_unit_hash": "8c00175d0ad3e031fb736f0b8e87a9df36ff020e38d2812c29e8c958e7f76fa9", "component_budget": { "node_count": 2, "item_count": 2, @@ -20495,24 +20480,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues have identical titles and strong soft-similarity signals, but the available evidence is still limited to similarity rather than a deterministic duplicate link. Issue 45145 remains the better canonical choice because it was created first and already has one inbound reference.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45145 is the earliest instance and has an inbound reference, so it is the cleaner canonical representative for this likely duplicate report.", + "summary": "The two closed issues have the same title and similar metadata, but the available evidence is not strong enough to confirm they are the same underlying report. The soft duplicate edge should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": "No canonical duplicate can be established from the provided evidence; the titles match, but the bodies are not shown and the soft similarity signal alone is insufficient.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45145 is the best representative because it is first chronologically and slightly better connected, making it the most suitable target for consolidation.", + "best_issue_reason": "If a representative is needed, #45145 is slightly earlier, but it should be treated as a provisional pick rather than a confirmed duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "The titles match and the issues look highly similar, but the evidence shown is only soft similarity and deterministic_accept is false. This is best treated as a likely duplicate rather than a confirmed duplicate pair." + "reason": "Identical titles and similar body length are not enough to prove the same underlying issue; the packet does not show near-identical content or other strong linking evidence." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical-choice reasoning is grounded in the packet (same title, earlier creation time, and one inbound reference vs. none). However, the soft-edge verdict is too strong for the available evidence: the packet only shows identical titles plus soft-similarity signals, and deterministic_accept is false. This should be phrased as a possible/likely duplicate, not a confirmed valid duplicate pair." + "feedback": "Reject: the packet only supports that these are two closed issues with the same title, similar body length, and soft similarity evidence. It does not show the body content is near-identical, so calling them the same underlying issue is too strong. The 0.99 confidence is also not conservative given the limited evidence." }, "evaluator_used": true, "retried": true, @@ -20523,7 +20508,7 @@ { "label": "issue", "component_index": 15, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20577,7 +20562,7 @@ { "label": "issue", "component_index": 16, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20593,7 +20578,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "b177fd47360863275875b048f94a02f4a7eef8e4135f8540d58a8a745590cb71", + "prepared_review_unit_hash": "072a69dec880d1d13ccd10ee71674b829cf2d267a62a213cbc3fa4a0e4d17588", "component_budget": { "node_count": 2, "item_count": 2, @@ -20615,7 +20600,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates of the same technical problem; they are just distinct personal-name/date entries with no body or code-related context. There is no meaningful canonical issue or PR in this cluster.", + "summary": "The two closed issues are not duplicates; they are separate, content-free name/date reports about different people and have no shared technical context.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -20626,7 +20611,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Titles only share a surname and both are non-technical personal-name/date strings; there is no evidence they describe the same underlying bug or request." + "reason": "Reject: the titles refer to different individuals and different dates, with no body, links, or technical overlap indicating the same underlying issue." } ] }, @@ -20640,7 +20625,7 @@ { "label": "issue", "component_index": 17, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20656,40 +20641,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "148c902d520cd5a41eff0457cd1b90042167eb4a80d340a4d92ae38baada3ab7", + "prepared_review_unit_hash": "262c43dd436b5c3a16cb39ead57140fa98eb7d8c168cfbb5e65c40c59d7015a3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are title-only stubs with unrelated personal-name/date strings and no bug or feature description. They do not appear to be duplicates or part of the same underlying problem.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: neither item describes an actionable problem, and the titles do not indicate the same subject matter beyond both being low-signal stubs.", + "summary": "The two issues are unrelated personal-name/date entries with no substantive overlap beyond a weak text similarity, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue 45764 is only marginally preferable because it was created slightly earlier, but it is not a meaningful canonical target.", + "best_issue_reason": "Neither issue is a meaningful canonical representative; they lack any bug report content, shared target, or actionable technical context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are just different names/dates with no shared bug, code path, or explicit linkage; they do not look like the same underlying issue." + "reason": "Only superficial name/date similarity is present; there is no evidence they describe the same underlying issue." } ] }, @@ -20703,7 +20688,7 @@ { "label": "issue", "component_index": 18, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20719,7 +20704,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "aa54513823ba01c4bf26b057029044fc24f3df324bc0923041cf039da12e85e1", + "prepared_review_unit_hash": "b148aa95c9d8dd608295e49698597789d909ac5243ae94f19ddf9bcbadc072d4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20741,18 +20726,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. No duplicate triage relationship is supported.", + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model head, while the other requests FP8 training support. They target different parts of the codebase and different user problems.", "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue for this cluster; the reports describe different features in different areas of the stack.", + "canonical_issue_reason": "No clear canonical duplicate exists here because the issues describe unrelated features rather than the same underlying bug/request.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good cluster representative because they are not duplicates of each other.", + "best_issue_reason": "Issue 46295 is the broader platform-level request and is more likely to serve as a general tracking issue, but it still does not match issue 45810.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: model/class support for token classification versus FP8 training support. They do not describe the same bug or change." + "reason": "Reject: adding Qwen3_5ForTokenClassification and FP8 training support are distinct requests with different code paths and deliverables." } ] }, @@ -20766,7 +20751,7 @@ { "label": "issue", "component_index": 19, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20792,12 +20777,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "26f6de163a91cb4a8c33b7aca5fa45bcaad73bf9990f4529dac448291feebddc", + "prepared_review_unit_hash": "5bbf354b7657977f051317d17a0662f28063b4d7e2b33c95c8e1e5a5d9f24556", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20805,7 +20790,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20814,66 +20799,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by financial-data theme, but it describes a different dataset/sample offering rather than the same request or bug.", - "confidence": 0.95, - "canonical_issue_reason": "45870 is the earliest and clearest representative of the exact-duplicate pair 45870/45871, with the same title and apparent content; 45871 is redundant.", + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate promotional dataset post and should not be merged with the example/request issues.", + "confidence": 0.98, + "canonical_issue_reason": "45870 is the best canonical for the 45870/45871 pair: the titles are identical, the bodies appear identical in size, and it is the earlier of the two.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall issue representative because it is a clean exact-duplicate anchor with the earliest timestamp and a concrete, self-contained topic. The other issues split into a separate duplicate pair or are only thematically related.", + "best_issue_reason": "45872 is the strongest representative issue overall: it is a concrete, non-promotional request and has an exact duplicate in 45873, making it the cleanest issue to keep as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial-data theme, but one is a dataset/sample listing and the other is an example prediction use case; not the same underlying issue." + "reason": "Different topics: a dataset promotional post versus an example about financial time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869/45870: broad theme overlap only, not the same request or change." + "reason": "Different topics: a dataset promotional post versus an example about financial time series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate titles and highly similar content; same example issue, with 45870 as the earlier copy." + "reason": "Same issue content: identical title and matching body size indicate the same underlying report." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example issue and the other is a scraping-service topic; different underlying subject." + "reason": "Related broadly to financial DataForge content, but they describe different concrete requests: an example prediction workflow versus a time-series plus scraping service request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different concrete topic from 45870; similar financial/DataForge wording is too broad to treat as a duplicate." + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different issue themes: example prediction use case versus scraping-service integration." + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete subject; shared keywords are not enough to merge them." + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate titles and matching apparent content; same scraping-service issue, with 45872 as the earlier copy." + "reason": "Same issue content: identical title and matching body size indicate the same underlying report." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 share an identical title and body length, and 45872/45873 do as well, while 45869 is only loosely thematically related by title. The canonical choice of the earliest duplicate in each exact pair is conservative, and the soft-edge rejections do not overclaim beyond the available evidence." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only exact-title, same-body-length pairs, and the cross-pair rejects stay conservative. 45869 is reasonably separated as a promotional dataset post based on its title." }, "evaluator_used": true, "retried": false, @@ -20884,7 +20869,7 @@ { "label": "issue", "component_index": 20, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20900,54 +20885,57 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "1e10978e612d0667297c0bd0b45091859ac8f4e6cb4ce33f8043c9b2ab0d3ecd", + "prepared_review_unit_hash": "a40e94dffc66335b6466257e5af27b10239232d3450440124573a38398654d68", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues point at static-cache failures around `linear_attention`, but they describe different concrete breakages: one is shape corruption during `early_initialization`, the other is a `KeyError` in Qwen3.5 with `cache_implementation=\"static\"`. They are related, but not clearly the same underlying bug.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the likely root cause more directly (`early_initialization` corrupting linear-attention layers) and is broader than a model-specific crash report.", + "summary": "Both issues point to static-cache failures around `linear_attention`: one reports a `KeyError: 'linear_attention'` in Qwen3.5, the other describes `early_initialization` producing wrong shapes and a downstream `RuntimeError`. They look like two symptoms of the same underlying cache/linear-attention bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader mechanism (`early_initialization`) and the concrete failure mode on linear-attention layers, making it more representative of the underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative for the cluster since it captures the underlying static-cache/linear-attention failure mode rather than a single downstream symptom.", + "best_issue_reason": "Issue 46439 is the best single representative for the cluster since it is more root-cause-oriented and not tied to one model name or one specific exception string.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", - "accept": false, - "reason": "Same broad area, but the reported failures differ materially: wrong-shape RuntimeError during early initialization vs. a `KeyError: 'linear_attention'` in Qwen3.5. Not enough evidence that they are the same bug or patch target." + "accept": true, + "reason": "Accept: both reports involve `cache_implementation=\"static\"` and `linear_attention`; the differing exceptions (`RuntimeError` wrong shapes vs `KeyError`) are plausibly different manifestations of the same static-cache initialization bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The verdict is grounded in the packet and remains suitably cautious. The two issue titles clearly overlap on static cache and linear-attention behavior, and the summary uses conservative language like \u201clook like\u201d and \u201cplausibly.\u201d No unsupported stronger claim is made, so this cluster decision is acceptable." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 21, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20963,12 +20951,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "13ad7501bc622533ac19da1691560dad2d8be28776d0d4634544ffa9ee4e80cd", + "prepared_review_unit_hash": "3b4db4726da128a87ef8d59519b3141c966119a60570c8c1bf22845b9ad5bcea", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20976,7 +20964,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20985,24 +20973,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are effectively duplicates: they have the same title, same underlying Wav2Vec2CTCTokenizer v5 bug description, and near-identical evidence. The open issue is the better canonical tracker.", + "summary": "The two issues are effectively the same report: identical title, same underlying Wav2Vec2CTCTokenizer v5 special-token leak, and no distinguishing evidence beyond one being open and the other closed.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is open and appears to be the live tracker for the exact same tokenizer bug, so it is the better canonical issue.", + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is the open duplicate of the same report and has existing inbound references, making it the current tracking item.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue to keep because it is open, current, and describes the same concrete bug as #46551.", + "best_issue_reason": "Issue #46552 is the best issue candidate since it remains open and appears to be the active thread for the exact same bug description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same reported Wav2Vec2CTCTokenizer v5 behavior; these are the same underlying bug report." + "reason": "Same title and same described bug; no evidence of a different scope or root cause, so this is a clear duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded: the two issues have identical titles, identical body length, and a soft-similarity score of 1.0, so treating them as duplicates and choosing the open issue as canonical is conservative and supported by the packet." + "feedback": "The assessment is well grounded in the packet: both issues have identical titles and body length, and 46552 is the open one with inbound references, so treating it as the canonical tracking issue is reasonable. The duplicate-pair verdict is also supported by the available evidence. The only mild caveat is that the packet does not explicitly label them duplicates, but the conclusion remains conservative enough." }, "evaluator_used": true, "retried": false, @@ -21013,7 +21001,7 @@ { "label": "issue", "component_index": 22, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21029,7 +21017,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "28ff32d86f1243ec80bdfb66a679d82433386e7bf3d8558ef54533424b3da81a", + "prepared_review_unit_hash": "e1750dd0113c7b6361f8464c624563dc5edce373414f69b6a391cf45c887fc20", "component_budget": { "node_count": 2, "item_count": 2, @@ -21051,18 +21039,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not describe the same bug: one is a tensor shape mismatch during object-detection training, the other is a training-time out-of-memory problem in RT-DETR v2 after several epochs. The soft similarity is only at the broad \u201cobject detection training\u201d level, so it should not be merged.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #46657 is the better canonical representative because it describes a concrete, specific failure mode (tensor size mismatch) rather than a broad resource symptom.", + "summary": "These two issues both concern training object detection models, but they describe different failure modes: one is a tensor size mismatch error, the other is out-of-memory after several epochs. They do not look like duplicates of the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46657 is the better canonical anchor because it states a concrete, specific failure signature (tensor size mismatch) rather than a broader runtime symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the most suitable issue to anchor on because it is more precise and actionable, with a clearer error signature than the OOM report.", + "best_issue_reason": "Issue #46657 is the strongest representative for the cluster since it has the clearest actionable error description; #46692 appears to be a separate memory-related problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: one is a shape mismatch error, the other is memory exhaustion during later epochs. They share the training context but not the same code-path bug." + "reason": "Different concrete problems: tensor shape mismatch versus progressive OOM during RT-DETR v2 training. They share a training context but not the same underlying bug." } ] }, @@ -21076,7 +21064,7 @@ { "label": "issue", "component_index": 23, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21092,12 +21080,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "15a541f8b122cce2b4d36be096da720e8bdba98fe301b5f6f7d7749d4cac7186", + "prepared_review_unit_hash": "90f8519b5b9e74d6d0a200bf227d7991a85002706152401660dfc74c4f6b2886", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21105,7 +21093,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21114,18 +21102,81 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-loading bugs, not duplicates: one is a ZeRO-3/zero.Init partitioning failure causing OOM, the other is a 4-bit device_map/max_memory dispatch error causing CPU placement and ValueError.", - "confidence": 0.97, - "canonical_issue_reason": "issue:46822 is the better canonical representative because it has the richer reproduction context and more discussion, and it is the more specific ZeRO-3/zero.Init bug in this pair.", + "summary": "These are two different bug reports in the same broad area of model loading, but they do not describe the same underlying issue. The soft similarity is too weak to merge them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: 46822 is a ZeRO-3/zero.Init partitioning OOM during multi-GPU load, while 46823 is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. Different code paths and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46822 is the most representative issue in the cluster, but only because it is the more detailed report; it should not be treated as the same bug as issue:46823.", + "best_issue_reason": "46822 is the stronger standalone report: it names the affected feature, concrete model path, and observed OOM, making it more actionable as a representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Reject: these fail in different code paths and with different mechanisms. 46822 is about ZeRO-3 zero.Init not partitioning a composite submodule and OOMing on load; 46823 is about 4-bit load_in_4bit with device_map='auto' and max_memory still dispatching to CPU and raising ValueError." + "reason": "Different problems: one is ZeRO-3 partitioning of a composite submodule causing OOM, the other is 4-bit auto device mapping incorrectly sending modules to CPU and raising ValueError. They 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": 24, + "component_count": 24, + "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-46906-2", + "nodes": [ + "issue:46906", + "issue:46940" + ], + "soft_pairs": [ + "issue:46906|issue:46940" + ], + "prepared_review_unit_hash": "3f5a85724b62e101f470f9be38056adbbd14794c409e51de5ae41fd897ed150a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1537, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1537, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two separate daily integration-failure triage issues for the same area, not the same underlying bug. The only evidence is title similarity and consecutive dates, so the duplicate link should not be accepted.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #46906 is the earlier thread and has higher inbound references, so it is the better canonical representative if one must be chosen for this triage cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#46906 is the strongest issue representative: it is earlier, more referenced, and appears to be the original daily triage ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Despite nearly identical titles, these are dated triage issues from different days; there is no concrete evidence they track the same underlying failure, so they should not be merged as duplicates." } ] }, @@ -21139,7 +21190,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21155,12 +21206,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "54467223b2ac28cf6ba9bd41777c79f701d7688ba4fbdcde66ed1bf62e9ee252", + "prepared_review_unit_hash": "78562ae6a34661f0144f578eb64e6ec6473dda89f4806b33ebb6b6e6eaa6fd98", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, + "serialized_chars": 7223, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -21168,7 +21219,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, + "serialized_chars": 7223, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -21177,18 +21228,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they do not look like duplicates: one is the main VibeVoice implementation, the other adds VibeVoice Realtime plus a separate acoustic tokenizer and generation changes. Overlap is mostly in shared model/docs scaffolding, not the same underlying change.", - "confidence": 0.91, + "summary": "Both PRs touch VibeVoice, but they are not the same change: #40546 is the base VibeVoice integration, while #42781 extends the family with realtime/acoustic-tokenizer work and additional auto/processing/generation wiring. Related, but not duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the main, more established VibeVoice implementation and is better suited as the canonical representative of the feature work; PR 42781 is a narrower realtime extension in draft state.", + "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the core VibeVoice implementation, has substantial review activity, and is the more established integration target for the model family.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best overall PR candidate because it appears to be the primary implementation with substantial review activity and broader feature coverage, whereas PR 42781 is an add-on realtime follow-up.", + "best_pr_reason": "PR #40546 is the best overall representative of the cluster since it covers the foundational VibeVoice addition; #42781 is a later, narrower extension for realtime support rather than the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: despite shared VibeVoice filenames, 42781 adds realtime support and a new acoustic tokenizer with additional generation/modeling changes. This is an extension to the same family, not the same concrete bug or one mergeable fix." + "reason": "Not a duplicate: #40546 adds VibeVoice itself, while #42781 adds VibeVoice Realtime/acoustic tokenizer support and related auto/processing updates. They share files but target different concrete functionality and would not naturally collapse into one PR." } ] }, @@ -21202,7 +21253,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21218,12 +21269,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "5a18f7cf0d18702711ecf80318d296faae214f3ba27955c5b77c2d471c919a23", + "prepared_review_unit_hash": "a72bbebdf8ec40e6af1ab029a6490826efb38e28b6e1f329e7b710e3f60aabbe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21231,7 +21282,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21240,18 +21291,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not describe the same bug/change, so the soft duplicate edge should be rejected.", - "confidence": 0.98, + "summary": "These two pull requests are unrelated feature additions: one adds covariate-based forecasting to TimesFM, the other adds image-classification support for DINOv3 ViT. They do not share the same underlying bug or change and should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster here; if forced to pick a representative, PR 40755 is the more self-contained and substantial change set, while PR 41224 is a separate model feature.", + "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, so there is no single representative change for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 40755 is the better cluster representative only by breadth and coherence: it implements one feature across code/docs/tests. PR 41224 is an entirely different model capability and does not fit the same underlying change.", + "best_pr_reason": "No best PR: neither PR is a duplicate or near-duplicate of the other, and each stands alone as a separate feature change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and code paths: TimesFM covariate forecasting vs. DINOv3 image-classification support. Shared \"model support\" theme is too broad to indicate the same underlying change." + "reason": "Different features in different model families (TimesFM covariates vs DINOv3 image classification); no shared bug, code path, or mergeable unified fix." } ] }, @@ -21265,7 +21316,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21328,7 +21379,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21382,12 +21433,12 @@ "pull_request:43823|pull_request:46911", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "abde52afea45308b81feceace91f09d88d8d1da1054a09ee42310decaf762274", + "prepared_review_unit_hash": "116c595826bb40af1c3323599487c49fb4910518d0a99dbda30e80aa0979dbc4", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 26, - "serialized_chars": 42250, + "serialized_chars": 42249, "estimated_input_tokens": 10563, "estimated_eval_tokens": 21382 }, @@ -21395,7 +21446,7 @@ "node_count": 15, "item_count": 15, "soft_pair_count": 26, - "serialized_chars": 42250, + "serialized_chars": 42249, "estimated_input_tokens": 10563, "estimated_eval_tokens": 21382 }, @@ -21404,174 +21455,180 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are overwhelmingly unrelated and should not be clustered as duplicates. The only true overlap is the pair of fixed_cross_entropy changes (43251 and 43254), which both address the same cross-entropy kwargs bug; the rest are distinct features, refactors, or tests in different areas.", - "confidence": 0.98, + "summary": "This cluster is mostly loose text similarity, not true duplication. The only strong duplicate pair is the two `fixed_cross_entropy` PRs; the rest touch unrelated models, infrastructure, or docs and should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR exists for the whole set because the items cover unrelated changes. If one must be chosen as the representative duplicate-like change, 43251 is the better canonical PR: it is the broader, issue-linked implementation of the same fixed_cross_entropy kwargs fix that 43254 narrows to.", + "canonical_pr_reason": "No cluster-wide canonical PR exists; `pull_request:43251` is the best anchor because it directly targets issue 43240 and presents the more complete version of the same `fixed_cross_entropy` kwargs fix.", "best_issue_reason": null, - "best_pr_reason": "43251 is the strongest standalone PR in this set because it targets a concrete bug, is explicitly linked to an issue, and subsumes the same underlying fix addressed more narrowly by 43254.", + "best_pr_reason": "`pull_request:43251` is the best representative PR in this cluster because it has the explicit bug reference and is the clearest standalone fix among the only true near-duplicate pair.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated changes: Mistral tokenizer API additions vs adding a new MobileLLM model." + "reason": "Different features: Mistral tokenizer method additions vs adding a new MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different code paths and goals: tokenizer methods vs Executorch dynamic-shape export tests." + "reason": "Unrelated areas: tokenizer API additions vs ExecuTorch dynamic-shape export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness is unrelated to MobileLLM model addition." + "reason": "Different processor/auto-loading robustness work vs a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix is unrelated to MobileLLM model scaffolding." + "reason": "Cross-entropy loss kwargs fix vs adding MobileLLM are unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Same broad loss/modeling repo area, but different problems: loss helper kwargs vs Mistral4 test fixes." + "reason": "Loss helper bugfix vs Mistral4 model/test updates are different code paths." }, { "left": "pull_request:43424", "right": "pull_request:46911", "accept": false, - "reason": "Executorch dynamic export testing is unrelated to Olmo3 RoPE-per-layer behavior." + "reason": "Dynamic export testing and Olmo3 RoPE changes do not fix the same underlying issue." }, { "left": "pull_request:43424", "right": "pull_request:46707", "accept": false, - "reason": "Executorch export tests and native FSDP2 migration are distinct changes." + "reason": "ExecuTorch export tests vs native FSDP2 migration are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Different concrete issues: export dynamic shapes vs Mistral4 test fixes." + "reason": "Different scopes: exportability test coverage vs Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "No shared bug or change: export testing vs adding MobileLLM." + "reason": "Dynamic export tests vs new MobileLLM model addition are not duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition and config-resolution fix are unrelated." + "reason": "New model addition vs a Python config-resolution fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model files vs Falcon output-collection refactor are different changes." + "reason": "MobileLLM implementation vs Falcon output-interface refactor are different changes." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is not the same as adding the model-creation skill tooling." + "reason": "Model implementation vs a repository-wide model-creation skill doc are not the same change." }, { - "left": "pull_request:43823", - "right": "pull_request:46707", + "left": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "Model addition vs FSDP2 module migration are unrelated." + "reason": "Falcon model refactor vs model-creation tooling/docs are unrelated." }, { - "left": "pull_request:43823", - "right": "pull_request:46911", + "left": "pull_request:43995", + "right": "pull_request:44827", "accept": false, - "reason": "MobileLLM model addition and Olmo3 RoPE changes are unrelated." + "reason": "Different model families and different fixes; not the same code-path problem." }, { - "left": "pull_request:43995", - "right": "pull_request:44827", + "left": "pull_request:44827", + "right": "pull_request:46911", "accept": false, - "reason": "Falcon output-interface refactor is not the same as Mistral4 test fixes." + "reason": "Mistral4 test/model work vs Olmo3 RoPE per-layer configuration are distinct issues." }, { - "left": "pull_request:43995", - "right": "pull_request:45213", + "left": "pull_request:44827", + "right": "pull_request:46707", "accept": false, - "reason": "Falcon refactor and model-creation skill are entirely different concerns." + "reason": "Mistral4 model/test changes and FSDP2 migration are unrelated subsystems." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Both touch model code, but one fixes Mistral4 tests while the other corrects a CLIP-family spelling rename; not the same bug." + "reason": "Mistral4 test fixes vs CLIP-like weight-renaming normalization are different changes." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests are unrelated to the model-creation skill PR." + "reason": "Model-specific test fixes vs serve chat parsing overhaul are unrelated." }, { - "left": "pull_request:44827", - "right": "pull_request:45655", + "left": "pull_request:45170", + "right": "pull_request:46707", "accept": false, - "reason": "Different issues: Mistral4 test fixes vs config-resolution ordering." + "reason": "CLIP-style checkpoint renaming vs FSDP2 migration are not the same underlying bug or change." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests are unrelated to adding the TDT loss kernel." + "reason": "A model test PR and a model-creation skill PR do not represent the same artifact." }, { - "left": "pull_request:44827", - "right": "pull_request:46267", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "Different subsystems and goals: model tests vs chat parsing updates." + "reason": "Adding MobileLLM is not the same as adding the new-model creation skill." }, { "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes vs config-resolution order fix are unrelated." + }, + { + "left": "pull_request:46048", "right": "pull_request:46707", "accept": false, - "reason": "Mistral4 test fixes and FSDP2 migration are unrelated." + "reason": "TDT loss kernel integration and native FSDP2 migration address different infrastructure problems." }, { "left": "pull_request:44827", - "right": "pull_request:46911", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes do not overlap with Olmo3 RoPE changes." + "reason": "Mistral4 test/model fixes vs TDT loss kernel support are unrelated." }, { - "left": "pull_request:45170", + "left": "pull_request:43823", "right": "pull_request:46707", "accept": false, - "reason": "Typos in CLIP-like weight renaming are unrelated to native FSDP2 migration." + "reason": "New model implementation vs distributed/FSDP migration are different code paths." }, { - "left": "pull_request:46048", - "right": "pull_request:46707", + "left": "pull_request:43823", + "right": "pull_request:46911", "accept": false, - "reason": "TDT loss kernel support and FSDP2 migration are separate feature additions." + "reason": "MobileLLM addition vs Olmo3 RoPE changes are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying bug: both fix fixed_cross_entropy to pass supported kwargs through to nn.functional.cross_entropy, and they could plausibly be merged into one PR." + "reason": "Both PRs fix the same `fixed_cross_entropy` helper by forwarding supported kwargs to `nn.functional.cross_entropy`; they are mergeable variants of the same underlying bug fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only supported overlap is 43251/43254, which both touch the same fixed_cross_entropy kwargs bug and look mergeable into one bugfix PR. The rest of the pairwise rejections are consistent with the diffs and titles, and I don\u2019t see any overstatement of evidence." + "feedback": "The summary is grounded in the packet and stays conservative. It correctly identifies the only clearly mergeable duplicate pair as the two `fixed_cross_entropy` PRs, supported by the shared file and shared issue target, and the other pairwise rejections are appropriately narrow and non-speculative." }, "evaluator_used": true, "retried": false, @@ -21582,7 +21639,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21598,12 +21655,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "90def3c23cf3a673dbce63eee60f32c958723072c9d9e4bb028dd7dacf086a1b", + "prepared_review_unit_hash": "49996c46fcba1d78ee1f7ff3f3cca0e2507e8583f5571aeb23af61db31d49450", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21611,7 +21668,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21620,18 +21677,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-maintenance PRs overlap on GitHub Actions files, but they are different upgrade efforts: one is specifically about Node 24 compatibility for core actions, while the other updates Docker/build-related actions to newer versions. They are related in area, not the same underlying change.", - "confidence": 0.96, + "summary": "These are two different maintenance PRs: one upgrades core GitHub Actions runners/tooling for Node 24 compatibility, the other upgrades docker/build-push-action versions. They overlap in workflow files but do not fix the same underlying problem.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the more broadly scoped and clearly motivated GitHub Actions compatibility upgrade, touching many of the shared workflow files in this cluster.", + "canonical_pr_reason": "PR 42975 is the clearer representative because it targets the explicit Node 24 compatibility upgrade across many workflows and includes multiple action version bumps.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best single representative of the cluster: it covers the common workflow-action upgrade theme more comprehensively and has the clearest stated purpose.", + "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the broader, explicit compatibility goal and touches more shared workflow infrastructure.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They both update workflow dependencies, but they target different action families and different concrete goals (Node 24 compatibility vs latest Docker/build action versions). This is not the same underlying change and would not plausibly be merged into one PR." + "reason": "Different action families and different change goals: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action. They share workflow files but not the same concrete bug/change." } ] }, @@ -21645,7 +21702,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21672,82 +21729,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "52437740d2b97d939f913d551bbce2952845ce1cfb0c58bdf77bf7b6294b96ac", + "prepared_review_unit_hash": "bed3172c60f8dfa037e1a69b8bf81de98233370d80290b164c8f677d60b5bc75", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21192, - "estimated_input_tokens": 5298, - "estimated_eval_tokens": 10852 + "serialized_chars": 21198, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21192, - "estimated_input_tokens": 5298, - "estimated_eval_tokens": 10852 + "serialized_chars": 21198, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated model-introduction PRs that only overlap on shared boilerplate files. The lone high-similarity pair (Step 3.7 Flash vs a mini-model conversion/debug script) is not a duplicate and should not be merged.", - "confidence": 0.93, + "summary": "These are mostly separate model-introduction PRs, not duplicates. The only close pair is Step 3.7 Flash vs a WIP conversion/debug PR, but that second PR is auxiliary tooling/artifacts rather than the same mergeable library change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the best representative of the cluster: it is the substantive library integration for Step 3.7 Flash, while the other Step 3.7 item is a standalone script/debug artifact rather than the same change.", + "canonical_pr_reason": "PR 46562 is the best representative anchor: it is the substantive Step 3.7 Flash implementation/docs/tests change. The nearby PR 46658 is separate script/mini-model conversion work, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the strongest single PR in the set because it contains the actual model implementation, docs, auto mappings, and tests; the others are separate model-addition PRs or auxiliary scripts.", + "best_pr_reason": "PR 46562 is the strongest single representative of the cluster because it is a concrete, self-contained model addition with the clearest production-facing code changes; the others are distinct model adds and 46658 is only related tooling.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo); shared docs/auto-registration files are boilerplate and do not indicate the same change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are generic scaffolding, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo2) with distinct codepaths and test coverage; overlap is only in shared integration files." + "reason": "Different models (ViT NEPA vs Molmo2) with unrelated implementation paths; overlap is only broad transformer plumbing." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions; same broad repo scaffolding, not the same bug or feature." + "reason": "Different model families (ViT NEPA vs CTSM); similar repo-wide registration edits do not make this a duplicate." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model integrations with different modules, tests, and conversion logic; naming similarity is not enough." + "reason": "Molmo and Molmo2 are separate model integrations with distinct configs, processors, and tests, so they are not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM target different architectures and codepaths; shared registry/docs files are incidental." + "reason": "Molmo and CTSM are unrelated model additions; only generic docs/auto files overlap." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model implementations, not the same underlying fix or feature." + "reason": "Molmo2 and CTSM are separate model implementations, not one duplicate bugfix/change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are unrelated models; overlap is limited to auto-mapping/boilerplate updates." + "reason": "CTSM and Step 3.7 Flash are unrelated model adds; shared auto-mapping edits are broad integration work, not the same underlying change." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "The Step 3.7 Flash PR adds the actual library model, while 46658 is a standalone mini-model/build/debug script for conversion work; they are not the same concrete code-path change and would not be merged as one PR." + "reason": "Step 3.7 Flash library/model PR vs WIP mini-model conversion/debug scripts. They are related by model name, but not the same concrete code-path change and not plausibly mergeable into one PR." } ] }, @@ -21761,7 +21818,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21796,130 +21853,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "3cb60424b34a3f1457eb1f7e196966860dc2960eb886b7669414316de01e2ad8", + "prepared_review_unit_hash": "8cc95bec8adbd1c66cc99d4479b57cafc2866ea7511358f4d4130cbe7ac09dfc", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two YOLOS pull requests look like the same underlying bug fix; the rest target unrelated models, CI, generation validation, or tests. 46886 is the stronger canonical PR because it has the explicit issue target and the clearer, more focused title.", - "confidence": 0.98, + "summary": "Most PRs in this cluster are unrelated despite superficial title similarity. The only credible duplicate pair is the two YOLOS fixes, which address the same device_map=\"auto\" device-mismatch path in the same file and could plausibly be merged together.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46886 is the cleanest representative: it explicitly targets issue 46869, has a precise title about the YOLOS device_map='auto' mismatch, and the diff directly addresses that bug path.", + "canonical_pr_reason": "pull_request:46922 is the better canonical PR because it contains the more complete YOLOS fix: it addresses the forward-path device mismatch and also adds the no-split module protection, subsuming the narrower 46886 change.", "best_issue_reason": null, - "best_pr_reason": "PR 46886 is the best overall representative of the cluster because it is the most specific and complete fix for the only true duplicate pair in the set.", + "best_pr_reason": "pull_request:46922 is the best representative of the YOLOS duplicate pair since it fixes the concrete runtime issue more directly and includes the broader safeguard in the same code path.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different concerns: Whisper tokenizer/test cleanup versus CLIP/ViT test edits." + "reason": "Different models and unrelated changes; the shared title is just generic. One is Whisper tokenizer/test work, the other is CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding changes are unrelated to FP8 dequantization and model loading logic." + "reason": "Whisper test/tokenization changes are unrelated to the FP8 dequant/model-loading fix in different subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tests/tokenization versus generation watermarking validation; different code paths and bugs." + "reason": "No shared underlying bug; Whisper decoding/test fixes do not match generation watermarking and cis-related behavior." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/test work is unrelated to the YOLOS device-mismatch fix." + "reason": "Whisper decoding changes are unrelated to the YOLOS device mismatch fix." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Model test assertions in CLIP/ViT are unrelated to Phimoe CI integration test infrastructure." + "reason": "Both are test/CI-related only in a very broad sense, but they fix different problems in different areas and are not the same underlying change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and failure modes: vision-model tests versus FP8 dequant/model-loading changes." + "reason": "Different model test files versus FP8 loading/integration changes; no shared concrete bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Both touch tests, but they are for different bugs and different models; not the same change." + "reason": "CLIP/ViT test edits are unrelated to generation watermarking validation and generation-utils changes." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test edits do not match the YOLOS runtime device-placement bug." + "reason": "Different model test updates versus a YOLOS runtime/device fix; not the same bug or change." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/dequantization fixes are unrelated to CI memory/device-map setup." + "reason": "FP8 dequant/loading changes and Phimoe CI integration fixes are separate issues in different code paths." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different core problems: FP8 dequantization versus generation-config validation." + "reason": "These touch unrelated subsystems: FP8 quantization/loading versus generation configuration validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No shared bug path; FP8 kernel/model-loading work is unrelated to YOLOS device mismatch." + "reason": "No common code path beyond being model-related; FP8 dequant logic and YOLOS device placement are distinct bugs." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation configuration validation is unrelated to Phimoe integration test CI behavior." + "reason": "Generation watermarking validation fixes are unrelated to CI memory/device-map adjustments for Phimoe integration tests." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different bug domains and code paths: generation config versus YOLOS forward/device placement." + "reason": "Different models and different failure modes; watermarking config validation is not the YOLOS device mismatch issue." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI instance-sharing memory capping does not overlap with the YOLOS device_map='auto' model bug." + "reason": "Phimoe CI/device-map test infrastructure changes are not the same underlying bug as YOLOS model placement in forward." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch issue under device_map='auto' in the same file and share the same issue target; they are plausible alternatives for one merged fix." + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch on the same file and same explicit issue target; 46922 expands the fix with the forward-path device correction while 46886 adds the no-split module safeguard." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet: the only clearly related pair is PR 46886 and PR 46922, which both target the YOLOS device-map/device-mismatch bug in the same file and are plausibly mergeable into one fix. The rest of the pairwise rejections are conservative and consistent with the differing models, code paths, and issue contexts shown in the packet. The canonical PR choice is also supported by the explicit issue target and the more focused title." + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The only supported duplicate pair is pull_request:46886 and pull_request:46922: they share the same file and explicit issue target, and 46922 clearly subsumes 46886 by adding the forward-path device fix while keeping the no-split-module safeguard. The other soft-edge rejections are also consistent with the diffs and titles; no overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -21930,7 +21987,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21949,12 +22006,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "b6b254c5cf42c063af6e9a0bf85f6e7d3aa8e2b8f74d64e8f7aa6ed5cea5c6c2", + "prepared_review_unit_hash": "f5a06500236b07f8fb5ba860987c82bf001b9bfb6a3aad7720b83be11abac0d7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -21962,7 +22019,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -21971,30 +22028,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are distinct \"don\u2019t merge\" test changes with only superficial overlap in CI/testing areas; they should not be deduplicated.", - "confidence": 0.88, + "summary": "All three PRs are superficial '[don't merge]' test/CI changes with only broad workflow/test overlap; they do not look like the same underlying fix or change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46747 is the narrowest and most self-contained change, but the three PRs are not duplicates of one another.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46747 is the best representative of the cluster because it is the smallest, clearest workflow-only change.", + "best_pr_reason": "PR 43532 is the broadest and most central of the three, but it is still a distinct workflow/test experiment rather than a duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 touches packaging/dependency versioning and a test file, while 46747 only switches a workflow trigger for the security gate. Not the same underlying bug or fix." + "reason": "One is a setup.py/version-and-test-dependency tweak; the other changes a security-gate workflow trigger. They are unrelated code paths despite generic CI similarity." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Unrelated edits: 43488 is setup/dependency/test scaffolding, while 43532 rewires several CI workflows and helper code. Shared Vit test file is not enough to make them the same change." + "reason": "43488 touches packaging/versioning and a ViT test; 43532 rewrites comment-driven CI/workflow logic and testing utilities. Shared test filenames are incidental, not the same change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both are workflow-related, but they fix different code paths: 43532 changes comment/scheduled/slack CI plumbing, while 46747 only changes the security-gate workflow trigger." + "reason": "Both are workflow-related, but they modify different GitHub Actions jobs for different purposes: self-comment CI vs PR security gate. Same broad subsystem, not the same concrete bug or patch." } ] }, @@ -22008,7 +22065,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22024,12 +22081,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "1e7b33a5c2d2c2d4c38d9e46f7caf25093af41176d7f68c0dbd762e58ee133a6", + "prepared_review_unit_hash": "53f75cbaecd165684a1ff1eaff9006d503b39beb1ad281349be4ae7ed12cb398", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -22037,7 +22094,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -22046,18 +22103,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding/docs, but target different tasks and model integrations, so they are not duplicates.", - "confidence": 0.98, + "summary": "Two open PRs add similarly named segmentation pipelines, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share some boilerplate/docs scaffolding, yet target different model stacks and code paths, so they should not be merged as duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43613 is the broader and more representative change: it adds the visual segmentation pipeline, includes wider model coverage (SAM/SAM2/SAM3 Tracker/EdgeTam), and has the more complete test/doc surface.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader, more representative pipeline addition, with more model integrations and tests; however, it is still a separate change from 43612.", + "best_pr_reason": "PR 43613 is the better cluster representative because it is the more substantial, end-to-end pipeline addition with broader integration work, while 43612 is a separate concept-segmentation feature.", "soft_edge_verdicts": [ { - "left": "Add Promptable Concept Segmentation pipeline", - "right": "Add Promptable Visual Segmentation pipeline", + "left": "pull_request:43612", + "right": "pull_request:43613", "accept": false, - "reason": "Different segmentation tasks and different implementation/test surfaces; shared docs and pipeline boilerplate are not enough to treat them as the same change." + "reason": "They are not the same underlying change. One adds Promptable Concept Segmentation; the other adds Promptable Visual Segmentation with different filenames, model dependencies, and tests. Similar scaffolding alone is not enough to treat them as duplicates." } ] }, @@ -22071,7 +22128,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22087,7 +22144,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "1d0cca5ed35ad72887c3e8bdf665f24ef757a0f4030598386502040ff5e008c6", + "prepared_review_unit_hash": "53b9a6ad1d54d1e745839e6534027eee99b0764bb0ecd58ecce95e830a53c483", "component_budget": { "node_count": 2, "item_count": 2, @@ -22109,18 +22166,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests both touch `trainer.py` but address different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not duplicates of the same underlying change.", + "summary": "Both PRs touch `trainer.py`, but they address different trainer behaviors: gradient-accumulation loss scaling vs. signature-column filtering for input pruning. They are not the same underlying change, so the soft duplicate link should be rejected.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: the two PRs solve unrelated trainer concerns. If one must be chosen as the most representative change, PR #43651 is the more concrete bugfix-style change focused on loss scaling behavior.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more concrete fix to a specific training-path bug (loss scaling during gradient accumulation), while PR #43663 is a broader refactor/override hook for column filtering.", + "best_pr_reason": "PR #43651 is the stronger standalone candidate because it targets a specific training-step code path and changes the actual loss-scaling decision. PR #43663 is a separate refactor/override hook for signature-column filtering, not a duplicate of #43651.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file, but different code paths and problems: one fixes loss normalization in `training_step`, the other adds `_get_signature_columns` for input column filtering. They are not the same underlying change and would not be merged into one PR." + "reason": "Same file, but different code paths and goals: #43651 changes gradient-accumulation loss normalization; #43663 adds a helper for model signature-based column filtering. They are not mergeable as one duplicate PR." } ] }, @@ -22134,7 +22191,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22150,7 +22207,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "a0bedeeca104af34c1872f05231bb327abaead2218cd1b73e4ebeff2e77eea5d", + "prepared_review_unit_hash": "535736ee10c5ddd7842f918f798d4d1e8d4414c4a9c3645c76f357e2cb6093cf", "component_budget": { "node_count": 2, "item_count": 2, @@ -22172,18 +22229,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same CLI file both touch TypeAdapter-related typing, but they appear to address different runtime/import issues rather than the same exact fix.", - "confidence": 0.77, + "summary": "The two PRs touch the same file but address different NameError causes in the CLI typing setup, so they should not be deduplicated.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more specific and direct fix: it targets the TypeAdapter NameError when pydantic is not installed, with a minimal TYPE_CHECKING import/quoted annotation change.", + "canonical_pr_reason": "PR #43656 is the broader, earlier fix for a CLI typing NameError and makes the file compatible with postponed annotations; it is the better representative of this cluster if one PR must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster because its scope is narrowly aligned to the concrete TypeAdapter failure mode, whereas #43656 is a broader typing/postponed-annotations cleanup.", + "best_pr_reason": "PR #43656 is the strongest standalone candidate because it targets the main TypeAdapter-related CLI annotation failure directly and includes the wider typing cleanup in the same code path.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both modify src/transformers/cli/serve.py and mention TypeAdapter, but they do not look like the same concrete change: #43656 adds postponed annotations and broader typing cleanup, while #43842 specifically fixes optional pydantic/TypeAdapter import handling. The issue targets also differ." + "reason": "Both are in src/transformers/cli/serve.py, but they fix different problems: #43656 adjusts annotations/future imports for a CLI TypeAdapter-related NameError, while #43842 specifically guards a TypeAdapter annotation when pydantic is absent. They are related, not the same underlying bug." } ] }, @@ -22197,7 +22254,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22263,7 +22320,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -22311,8 +22368,8 @@ "pull_request:44066|pull_request:44072", "pull_request:44013|pull_request:44044", "pull_request:44066|pull_request:44086", - "pull_request:44018|pull_request:44068", "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", @@ -22376,12 +22433,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "35749bac72ee7c14cf4a9ba5997130760252b49bbadf68095381606dcbab60ee", + "prepared_review_unit_hash": "74091ed89ce59ddb7a8b62d46212f87099b5ca8fa421587dd4b546f327ac5c20", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84511, + "serialized_chars": 84509, "estimated_input_tokens": 21128, "estimated_eval_tokens": 42512 }, @@ -22389,7 +22446,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76943, + "serialized_chars": 76941, "estimated_input_tokens": 19236, "estimated_eval_tokens": 38728 }, @@ -22398,378 +22455,444 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad wave of similar output-tracing refactors across many different model implementations, not one duplicate bug. The only convincing duplicates are within the GPT-Neo and GPT-J families, where multiple PRs touch the same concrete code paths and appear to be overlapping revisions of the same refactor.", - "confidence": 0.87, + "summary": "This cluster is mostly a collection of separate model-specific output-tracing refactors, not one duplicate set. The only clear duplicate family is the GPT-J/CodeGen subgroup, plus one GPT-Neo pair; the rest touch different models and should stay separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the true duplicate subgroup: it covers the GPT-J output-tracing refactor and also extends it to CodeGen, making it the most complete version of that concrete change family.", + "canonical_pr_reason": "PR 44066 is the best anchor for the duplicate GPT-J/CodeGen subcluster: it has the explicit issue link, covers the shared output-tracing code path, and is the clearest representative of the overlapping changes.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best global representative because it is the latest and broadest concrete implementation of the overlapping GPT-J/CodeGen tracing refactor, with explicit issue linkage and the clearest code-path overlap.", + "best_pr_reason": "PR 44066 is the strongest representative of the shared change set: it is focused, well-scoped, and most directly matches the duplicated GPT-J output-tracing refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths; same tracking issue is only a shared refactor theme." + "reason": "Different model families (FNet/CVT vs GPT-J); same tracking theme but not the same bug or change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and files; both are output-tracing refactors but not the same concrete bug/change." + "reason": "Different models and different code paths; both are output-tracing refactors, but not duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing code path in the same file; 44085 looks like a narrower overlap of the broader GPT-J/CodeGen refactor." + "reason": "Same GPT-J output-tracing refactor in the same file; one is effectively a variant of the other." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-family vs EfficientNet: same umbrella refactor pattern, but not the same underlying change." + "reason": "ResNet vs EfficientNet; same subsystem theme, but separate model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated code paths; this is only similarity in refactor style." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different implementations; no concrete overlap beyond the generic tracing refactor." + "reason": "GPT-J/CodeGen vs EfficientNet; different models and different fixes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa are unrelated models; shared issue target is not enough to merge them." + "reason": "MobileNetV2 and DeBERTa V2 are unrelated implementations despite similar decorator migration." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model code paths (GPT-J/CodeGen vs MGP-STR); only the refactor pattern is similar." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo tracing refactors in the same file/test area and look like overlapping revisions of the same change." + "reason": "GPT-J/CodeGen vs MGP-STR; same pattern, but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are unrelated implementations; no same bug/change." + "reason": "GPT-J/CodeGen and MPT are separate model paths; not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same model file; this is the same underlying refactor." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo: same theme, different model and different code path." + "reason": "GPT-J and GPT-Neo are different models; similar decorator migration, but not the same PR-worthy change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model families; not the same concrete refactor." + "reason": "GPT-Neo vs GPT-J/CodeGen; related theme only, not the same bug/change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are unrelated code paths; shared issue label does not imply duplication." + "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J are different models and different output paths." + "reason": "MGP-STR and GPT-J/CodeGen are different model families; not mergeable as one fix." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations." + "reason": "ResNet vs GPT-J; same broad tracing theme, but different concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model families; only the refactor theme matches." + "reason": "GPT-Neo and ResNet are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model code paths." + "reason": "ResNet vs MPT; different code paths and model-specific refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations; not the same fix." + "reason": "GPT-Neo vs GPT-J/CodeGen; same area, but not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated models." + "reason": "GPT-Neo and WIP Flaubert are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; not the same bug or change." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and MPT are unrelated code paths." + "reason": "MPT and GPT-J/CodeGen are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen: same refactor pattern, different model code." + "reason": "GPT-Neo and GPT-J are different models; same pattern but not a duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated implementations." + "reason": "GPT-Neo and MGP-STR touch different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "GPT-Neo and MGP-STR are unrelated model-specific refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44722", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; same theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and GPT-J are different model families; no shared concrete bug." + "reason": "GPT-2 and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different models; similar output handling work, not duplicates." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and GPT-2 are different models; only the tracing refactor theme overlaps." + "reason": "GPT-Neo and MPT are separate refactors." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J are different code paths." + "reason": "GPT-2 and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated models." + "reason": "SegFormer and LongT5 are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J are unrelated code paths." + "reason": "SegFormer and GPT-J/CodeGen are not the same underlying change." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBERT are different implementations." + "reason": "SegFormer and VisualBERT are separate model-specific refactors." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model families." + "reason": "GPT-Neo and MPT are different models." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBERT are unrelated models." + "reason": "RegNet and VisualBERT are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model implementations." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are different code paths." + "reason": "VisualBERT and Flaubert/XLM are separate model refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated implementations." + "reason": "GPT-2 and MPT are unrelated model changes." }, { "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are not the same change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated models." + "reason": "Flaubert/XLM and LongT5 are unrelated refactors." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "Cvt/FNet and Segformer are different model families." + "reason": "RegNet and SegFormer are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated code paths." + "reason": "RegNet and MPNet are separate code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different models." + "reason": "MPT and ImageGPT are different model-specific changes." }, { - "left": "pull_request:44010", + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated implementations." + "reason": "RegNet and GPT-Neo are unrelated model changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and DeBERTa are different model code paths." + "reason": "MPNet and LongT5 are different code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa and TextNet are unrelated models." + "reason": "RegNet and LongT5 are separate refactors." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "FocalNet and ImageGPT are different code paths; same generic refactor style only." + "reason": "TextNet and LongT5 are different model implementations." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are unrelated model families." + "reason": "SqueezeBERT and MPT are different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-2 and GPT-Neo are different implementations." + "reason": "SqueezeBERT and VisualBERT are separate model refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated models." + "reason": "GPT-Neo and SpeechT5 are different model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPNet are unrelated code paths." + "reason": "SqueezeBERT and GPT-Neo are different code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and TextNet are different model families." + "reason": "RegNet and SpeechT5 are unrelated changes." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44129", "accept": false, - "reason": "MPT and ImageGPT are unrelated implementations." + "reason": "MPT and SpeechT5 are different model-specific refactors." }, { - "left": "pull_request:44074", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different model code paths." + "reason": "FNet/CVT and LongT5 are unrelated implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated models." + "reason": "FNet/CVT and SegFormer are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model families." + "reason": "SqueezeBERT and DeBERTa V2 are separate code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet and SpeechT5 are unrelated code paths." + "reason": "DeBERTa V2 and TextNet are unrelated refactors." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the same GPT-J tracing refactor; 44722 is the broader follow-up that subsumes the GPT-J part of 44066." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a broader variant of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J file and same output-tracing migration; 44722 is a broader version of the same concrete change." + "reason": "Same GPT-J output-tracing change in the same file; 44722 subsumes the narrower variant." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated models; shared issue target is only thematic." + "reason": "GPT-J and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Cvt/FNet and RegNet/ResNet-family are unrelated model implementations." + "reason": "FNet/CVT and ResNet are different model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "Cvt/FNet and SpeechT5 are unrelated code paths." + "reason": "FNet/CVT and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated models." + "reason": "DeBERTa V2 and SpeechT5 are different model-specific fixes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different model families." + "reason": "DeBERTa V2 and ViTS are separate model implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated model code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated implementations." + "reason": "FocalNet and ImageGPT are different models; similar standardization work, not duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: it distinguishes the broad refactor wave from the smaller duplicate subgroups, and the accepted soft-edge pairs are supported by shared files/code paths or clear overlap in the same model family. The choice of PR 44722 as the best representative is also justified by its later, broader GPT-J+CodeGen scope and explicit issue linkage." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The accepted pairs are supported by shared files/code paths within the same model family, while the rejected pairs correctly treat different model families as separate changes." }, "evaluator_used": true, "retried": false, @@ -22780,7 +22903,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 38, + "component_count": 39, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22804,12 +22927,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "1e3a85c8c78cea756f8f59f5b69370761eb47e4f6e37f76851b63cd583734e3e", + "prepared_review_unit_hash": "4f8e830a7fe77141294b43e7621bf7ce8146cab37c8c1c20c9e05ee9dbc33a17", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84511, + "serialized_chars": 84509, "estimated_input_tokens": 21128, "estimated_eval_tokens": 42512 }, @@ -22826,42 +22949,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All six PRs are related by the same general refactor pattern: migrating model-specific output tracing to standardized capture/decorator utilities. However, they touch different model implementations and concrete code paths, so they are not duplicates or mergeable into a single PR.", + "summary": "These PRs are thematically similar output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44129 is the best representative of the cluster because it has the clearest concrete scope, an explicit issue target, and shows a substantive standardized output-capture refactor in one model implementation.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern: it explicitly adopts both capture_outputs and can_return_tuple and shows the standardized output-tracing changes in a concrete model implementation.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the strongest standalone representative: it is directly tied to an issue, has a clear refactor goal, and is more fully specified than the others. That said, it is still not a duplicate of the other PRs.", + "best_pr_reason": "No issue is present in this cluster. As a PR representative, 44073 is the best fit because it most directly expresses the common theme without being tied to a broader multi-model sweep or an unrelated explicit issue target.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they modify different model files and different code paths (VisualBert vs TextNet). Same theme, not the same underlying change." + "reason": "Same refactor family, but different models and separate forward paths; not the same underlying bug/change and not something that would plausibly merge into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate model refactors in different implementations (MPNet vs VisualBert). The similarity is architectural pattern, not a shared bug or change." + "reason": "Both are output-tracing refactors, but MPNet and VisualBert have distinct model-specific implementations; this is a shared pattern, not a duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward/output-capture logic. They are related refactors, but not duplicates and not safely mergeable into one PR." + "reason": "Different model code paths and separate refactors; similarity is only at the framework-pattern level, which is too broad for duplicate merging." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert each migrate their own output handling; same modernization theme, but no shared code path or concrete duplicate fix." + "reason": "Both modernize output handling, but RegNet and SqueezeBert are independent model migrations with different implementation details, so they are not duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are unrelated model implementations. The overlap is only in standardized output tracing, not in the same underlying change." + "reason": "They both touch output collection, but SpeechT5 has a distinct attention/cache-related change and its own explicit issue target; not the same concrete fix." } ] }, @@ -22875,7 +22998,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22941,274 +23064,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "d51c0716fe10b3e4d8639b6423034c198f36517369eff1236a2a965285787597", + "prepared_review_unit_hash": "a5ffd7903f10a05d904856042c92cb9f61813d78552f324fe7d02ecad544a5e2", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40170, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40170, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a generic \"output tracing\" refactor theme, but they touch different model implementations and code paths, so they are related cleanups rather than duplicates.", - "confidence": 0.95, + "summary": "These PRs are all model-specific output-tracing refactors. They are thematically similar, but not duplicates of the same underlying bug or mergeable change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each change is scoped to a different model family, with distinct forward signatures and implementation details.", + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster because it is a cohesive output-tracing refactor spanning two closely related Mamba variants, making it the broadest canonical example here.", "best_issue_reason": null, - "best_pr_reason": "44025 is the broadest exemplar of the recurring tracing refactor pattern, but it still does not subsume the others or serve as a true duplicate target.", + "best_pr_reason": "PR 44003 is the best overall representative of the set: it is substantial, self-contained, and closest to the shared tracing refactor pattern while still staying within one code family.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme, different code paths." + "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`); not the same concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated implementations despite similar tracing cleanup." + "reason": "Both are output-tracing cleanup, but they target different architectures and files; too broad to treat as duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Image backbone refactor vs audio generator refactor; not the same bug/change." + "reason": "Different model implementations (`timm_backbone` vs `univnet`); no shared concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` cleanup is separate from the `mamba`/`falcon_mamba` tracing changes." + "reason": "Different subsystems and model families; the overlap is only the generic tracing refactor pattern." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `rwkv`); only the helper pattern is shared." + "reason": "`timm_backbone` and `rwkv` are unrelated model paths; not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are different domains and forward paths; not duplicates." + "reason": "Both touch output capture, but on unrelated models (`mobilenet_v1` vs `univnet`) and different forward paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "CNN tracing refactor vs segmentation-model tracing refactor; distinct model code." + "reason": "Different model families and implementations; same broad refactor theme is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and DepthAnything are separate models; shared helper usage is too broad to merge." + "reason": "Separate model-specific tracing changes (`mobilenet_v1` vs `depth_anything`); no common bug to merge." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 refactor is unrelated to the vision-encoder/decoder wrapper change." + "reason": "They update different encoder/vision models and do not fix the same code path." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model stacks (`mobilenet_v1` vs `speech_encoder_decoder`); not the same underlying change." + "reason": "Different wrapper models and distinct forward signatures; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Multimodal dual encoder vs UnivNet audio model; same pattern, different implementation." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; similarity is only the output-tracing refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "These touch different model families and forward contracts, so they are not duplicates." + "reason": "Different model code paths and files; no duplicate underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` is unrelated to the `mamba` refactor beyond shared helper cleanup." + "reason": "These are separate architecture-specific refactors; not one mergeable bug fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different vision model families; no shared concrete bug or change." + "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`); not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated architectures; only the refactor style matches." + "reason": "Unrelated models and implementations; broad tracing cleanup only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Audio generation model vs Mamba variant; not the same code path." + "reason": "Different code paths (`univnet` vs `mamba`/`falcon_mamba`); not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "DepthAnything and UnivNet are separate domains; no duplicate evidence." + "reason": "Model-specific tracing refactors in different subsystems; no shared fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Segmentation model refactor vs RWKV refactor; different subsystems." + "reason": "Different model families (`upernet` vs `rwkv`); not the same bug or change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet cleanup does not overlap with the Mamba/Falcon-Mamba change set." + "reason": "Separate model implementations; same tracing theme does not make them duplicates." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba stateful model refactor and SuperPoint refactor are unrelated." + "reason": "`mamba`/`falcon_mamba` and `superpoint` are unrelated; not mergeable together." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths (`mamba` vs `codegen`); not one concrete fix." + "reason": "Different model code paths and refactor scope; no single underlying issue." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone cleanup and CodeGen cache/signature refactor are distinct changes." + "reason": "`timm_backbone` and `codegen` are unrelated models; only the tracing refactor wording overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet audio output tracing and CodeGen forward signature changes are not the same issue." + "reason": "These change different model implementations and forward signatures; not the same fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet segmentation refactor vs CodeGen refactor; different code paths." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Multimodal encoder/decoder refactor does not match CodeGen's cache/attention API cleanup." + "reason": "Different architectures and modules; too dissimilar to be duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model families; same helper pattern only." + "reason": "Both are output-tracing changes, but one is depth-anything while the other is encoder-decoder plumbing; different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything refactor is unrelated to SpeechEncoderDecoder beyond generic tracing cleanup." + "reason": "Different model wrappers and separate files; not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are separate vision models with different forward logic." + "reason": "`depth_anything` and `superpoint` are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV touch unrelated architectures and code paths." + "reason": "Different model families and tracing mechanics; no shared bug to consolidate." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything refactor is not the same as DPR encoder wrapper cleanup." + "reason": "`depth_anything` and `dpr` are separate code paths; same broad theme only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder wrapper and RWKV model changes are unrelated." + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); not a duplicate change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder are different wrapper implementations; not duplicates." + "reason": "Both are encoder/decoder wrappers, but they are distinct implementations with separate forward logic." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families (`vision_encoder_decoder` vs `superpoint`)." + "reason": "Different models and files; no shared underlying bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Encoder-decoder wrapper cleanup and DPR refactor are separate model changes." + "reason": "Separate code paths and model families; not the same concrete fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder wrapper and SuperPoint model are unrelated." + "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); same pattern, not same change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV differ in architecture and forward path." + "reason": "Unrelated model architectures and refactor scopes." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder refactor does not match DPR's wrapper change." + "reason": "Different model wrappers and code paths; not mergeable as one PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated codebases/architectures." + "reason": "`superpoint` and `rwkv` are unrelated; no duplicate underlying issue." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vision model refactor is separate from DPR's encoder wrapper cleanup." + "reason": "Different model implementations and forward behavior; not the same fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR changes touch different model families and are not mergeable as one fix." + "reason": "`rwkv` and `dpr` are different architectures; only the refactor theme is shared." } ] }, @@ -23222,7 +23339,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23238,12 +23355,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "b0ca5f39923acbe07b5f023b2800e6d34f3c4362a359c2264496bc737c73dbdf", + "prepared_review_unit_hash": "610684c081f5b2a2fe56c2cf3ff077728388bdbbbc3cec0b3934622d5b05bef2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23251,7 +23368,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23260,18 +23377,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs (PenguinVL vs Voxtral TTS). They share framework registration/docs boilerplate, but they do not fix the same underlying code-path problem.", - "confidence": 0.97, + "summary": "These PRs are both model-addition implementations with overlapping boilerplate, but they target different models and code paths (PenguinVL vs. Voxtral TTS), so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 44662 introduces PenguinVL, while 45401 introduces Voxtral TTS; they target different models and independent implementation paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45401 is the cleaner anchor for its own change because it is draft, explicitly tied to issue #45027, and has a narrower, well-scoped addition.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations with distinct configs, processors, and model code; the shared auto-registry/docs edits are generic boilerplate, not evidence of the same bug or change." + "reason": "Different underlying changes: PR 44662 adds PenguinVL, while PR 45401 adds Voxtral TTS. The shared files are just common integration points (auto registries, docs, __init__), not evidence of the same bug or mergeable change." } ] }, @@ -23285,7 +23402,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23301,7 +23418,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "3587ac714a751f2d2319d48f0d70c536540f6ec8799d6e46c6e8769c114b8abe", + "prepared_review_unit_hash": "8a3101191c4371b5874feb102dda17bbe0641fe7361bca36f9947112242a011e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23323,18 +23440,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one changes the PR documentation workflow into a draft-conversion action, while the other adjusts CI branch routing and touches unrelated model code/test plumbing. They do not appear to fix the same underlying problem or implement the same change.", - "confidence": 0.96, + "summary": "The two PRs are not duplicates: one alters a PR-documentation workflow to convert PRs to draft, while the other changes a CI caller branch and makes unrelated code/workflow edits. The shared \"try\" language is too generic to link them as the same fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46845 is the better representative because it has a clearer, concrete purpose (CI branch/routing adjustment) and more substantive context than the placeholder-like PR #44965 titled \"try\".", + "canonical_pr_reason": "pull_request:46845 is the better representative PR because it has a clearer, concrete CI/code change set; pull_request:44965 looks like an unrelated workflow experiment and is less representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #46845 is the strongest standalone PR in this cluster: its intent is more explicit, and the changes are at least internally coherent compared with #44965, which looks exploratory and incomplete.", + "best_pr_reason": "pull_request:46845 is the best standalone PR in this cluster because it has a more substantive, identifiable change (CI branch routing plus a code edit), whereas pull_request:44965 is a different workflow change with no overlap in bug or code path.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Reject: these PRs target different changes. #44965 rewrites the PR documentation workflow to convert PRs to draft, while #46845 changes CI workflow branch handling and includes an unrelated edit in modeling_utils.py. They do not share the same concrete bug or code path." + "reason": "Different changes and different code paths: draft-conversion workflow vs. smaller-group CI/config/code edits. Shared wording is incidental, not a duplicate signal." } ] }, @@ -23348,7 +23465,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23364,7 +23481,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "ed94334000f7a11579355824b8ab79d82f0942e062ba91a5ac4d0144091426bf", + "prepared_review_unit_hash": "85b9899d89b1f7faf1838539642e0b127db88208fb58f84224c0a28b8d010a02", "component_budget": { "node_count": 2, "item_count": 2, @@ -23386,18 +23503,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are related to module/kernel fusion, but they are not the same underlying change: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and related integration code. They could coexist, not be merged as duplicates.", + "summary": "These PRs are related by the broad theme of module/kernel fusion, but they target different abstractions and likely different code paths: one adds a new low-level Module Fusion API, the other adds KernelConfig-based n-to-1 fusion wiring and example usage.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the cleaner canonical representative because it introduces the foundational Module Fusion API itself, which the other PR appears to build on rather than duplicate.", + "canonical_pr_reason": "PR 45363 is the broader and more user-facing change, wiring `KernelConfig` through model loading and integration code with an example, whereas PR 44979 introduces a separate `module_fusion.py` API and tests for module chaining.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the best cluster representative since it defines the base abstraction; PR 45363 is a narrower follow-on integration/use-case change with example and wiring code.", + "best_pr_reason": "PR 45363 is the best representative of the cluster because it spans the end-to-end fusion feature surface and has the clearest integration story; PR 44979 is a distinct API-layer effort rather than the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different scope and code path: 44979 adds a new generic module-fusion API, while 45363 implements n-to-1 kernel fusion via KernelConfig plus integration/example changes. They are related, but not the same fix/change and would not plausibly be merged into one PR as duplicates." + "reason": "Both concern fusion, but 44979 adds a new module fusion API while 45363 implements KernelConfig-driven n-to-1 fusion in model loading; they are not the same underlying bug/change and would not plausibly be merged as one PR." } ] }, @@ -23411,7 +23528,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23427,7 +23544,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "98fe49e488b0466dc06a0945d1c8819436eb71956388bc98e6474e190b0839f8", + "prepared_review_unit_hash": "ee66ba490bacbee18e5a7a57a9c8910b04376da73b52027932593e07cc3f73f7", "component_budget": { "node_count": 2, "item_count": 2, @@ -23449,18 +23566,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path; 45317 is the more complete change because it adds tests.", + "summary": "Both pull requests patch the same Mistral regex bug in the same code path, with nearly identical code changes; one just adds tests and a slightly clearer title. This is a clear duplicate PR pair.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the clearest canonical PR: same core fix as 45086, but with added test coverage and a more explicit title about the failing `fix_mistral_regex=True` path.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but is more complete: it includes the regression test file and has the clearer, more specific title.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it addresses the same bug while also including regression tests, making it the more complete standalone fix.", + "best_pr_reason": "PR 45317 is the strongest representative of this cluster because it fixes the same AttributeError in the same function and also adds tests, making it the most complete version of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file and same line-level fix; 45317 appears to be an expanded version with tests rather than a different change." + "reason": "Same underlying bug fix in `_patch_mistral_regex`/`tokenization_utils_tokenizers.py`, same explicit issue target, and nearly identical diff; the second PR only adds tests and minor polish." } ] }, @@ -23474,7 +23591,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23490,7 +23607,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "095a59f3d46d1f32a1e8aeaf5eb7339d1b7c38271459b11a07337fdeb045dee5", + "prepared_review_unit_hash": "9d53d817844dcef86b6bafdee7a05933c6b1a6bc953fdc417237303a9518ff05", "component_budget": { "node_count": 2, "item_count": 2, @@ -23512,18 +23629,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to Nemotron H, but they address different scopes: #45115 is a conversion-mapping/refactor PR, while #45569 is a broader model split and docs/tests update. They do not look like the same underlying change.", - "confidence": 0.89, + "summary": "Both pull requests are about Nemotron H, but they address different changes: #45115 is a refactor/conversion-mapping update around inheriting GraniteMoeHybrid and weight renaming, while #45569 is the larger model split/documentation update adding dedicated dense/sparse variants and test/docs coverage.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45569 is the more canonical PR for the actual model-structure change: it introduces NemotronH dense/sparse model files, updates auto/model registration, adds docs, and includes tests. It is the more complete and user-facing implementation.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the more complete and user-facing NemotronH change: it introduces the dedicated dense/sparse model packages, updates auto-mapping and docs, and includes tests. #45115 is narrower and more implementation-specific.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45569 is the strongest standalone PR because it covers the full architectural split and integration points. pull_request:45115 is narrower and mostly updates checkpoint conversion mappings for renamed weights.", + "best_pr_reason": "PR #45569 is the best single representative of the cluster because it covers the broader end-state change for NemotronH architecture support, while #45115 is a partial refactor focused mainly on conversion/mapping internals.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Reject: they share NemotronH files, but one is about conversion key remapping while the other is about introducing dense/sparse model variants plus docs/tests. Different concrete code-path changes, not mergeable as the same fix." + "reason": "They share NemotronH files, but the concrete work differs: #45115 is about refactoring/inheritance and checkpoint key conversion, whereas #45569 adds separate dense/sparse model variants plus docs/tests. They are related but not the same underlying fix/change." } ] }, @@ -23537,7 +23654,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23553,7 +23670,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "abcef5461863d14fc1b1e2c7323e994b928b9985e1455696270d622cc97c0d1b", + "prepared_review_unit_hash": "50ce102d7d2d939c2d383a4956b84bdb55e156e76de46ce5688db29d88a9d465", "component_budget": { "node_count": 2, "item_count": 2, @@ -23575,18 +23692,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: PR 45333 adds per-layer heterogeneous configuration support, while PR 45332 includes that plus broader heterogeneous modeling/runtime changes. They share setup files and some configuration code, but they target different scopes of the feature.", - "confidence": 0.91, + "summary": "These PRs are closely related, but not duplicates: 45333 covers per-layer heterogeneous configuration only, while 45332 is a broader umbrella that also adds modeling/runtime support. They overlap on config/docs/tests, but they are not the same standalone change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader, more complete heterogeneous-model feature PR; it includes the config work plus modeling/runtime changes across cache, masking, modeling utils, and model support.", + "canonical_pr_reason": "PR 45332 is the broader, more complete feature PR: it includes the configuration work from 45333 plus additional heterogeneous modeling/runtime changes, so it is the best representative if one PR must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the full end-to-end heterogeneous support rather than only the configuration subset.", + "best_pr_reason": "PR 45332 is the best overall PR in this cluster because it covers the full feature surface and subsumes the narrower configuration-only work in 45333.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They overlap on heterogeneous configuration plumbing, but 45332 also changes modeling/runtime paths and is not just a variant of 45333. The PRs are complementary scope, not the same concrete change." + "reason": "Reject: 45333 is a subset of 45332, not the same concrete change. They share heterogeneous config/docs/tests, but 45332 also introduces separate modeling/runtime support, so they are not merge-equivalent duplicates." } ] }, @@ -23600,7 +23717,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23616,12 +23733,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "452aad0baac796558941499008fa92e596b18bfc5b75b7b73061c85e2d781921", + "prepared_review_unit_hash": "76d3f36bc1eb7efdce7771498757103aca41ecb769c49eb1d28d5c1d1a74a4ec", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -23629,7 +23746,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -23638,18 +23755,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related typing-focused PRs, but they are not the same underlying change. PR 45415 is a broad repository-wide type-checking pass across many Transformers modules, while PR 45425 adds specific typing helpers/protocols for a narrower modeling_utils/PEFT-related path.", + "summary": "These are both typing-related pull requests, but they address different scopes: one is a broad repo-wide type-checking sweep, the other is a targeted typing/refinement change around modeling_utils and related protocols. They should not be merged as duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella change: it adjusts type-checking config and applies annotations across many files, making it the better canonical representative of the cluster.", + "canonical_pr_reason": "PR 45425 is the more self-contained canonical representative: it focuses on specific typing protocol/alias fixes in _typing, modeling_utils, and related utilities, whereas 45415 is a much broader annotation sweep across many files plus type-checking config churn.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best overall representative because it is the most comprehensive and central typing cleanup in the set; PR 45425 is narrower and more specialized.", + "best_pr_reason": "45425 is the best representative PR for this cluster because it is narrower and more coherent, making the underlying change easier to understand than the broad type-checking pass in 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related, but 45415 is a broad annotation/type-checking sweep while 45425 adds specific protocol/alias definitions for modeling_utils and PEFT. They overlap in a few files, yet they do not appear to fix the same concrete code-path problem or be mergeable as one single PR." + "reason": "Do not treat as duplicates. 45415 is a broad repo-wide type annotation/type-checking cleanup, while 45425 is a focused typing change around modeling_utils/_typing and related protocol definitions. Shared files like modeling_utils and utils/check_types are not enough to make them the same concrete fix." } ] }, @@ -23663,7 +23780,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23679,7 +23796,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "e7be306aa6b9347fc0ba5edd7e136b7e1b13f2bb8cd93c2897f39022ec25ef31", + "prepared_review_unit_hash": "132c9a71614f9aaa0fbfc72e93a6678b00d607d75514697c0141f7b0b666762a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23701,18 +23818,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related EP-loading PRs, but they fix different bugs: one preserves distributed config and exposes `has_ep` for Accelerate/ZeRO-3 loading, while the other fixes expert parameters being overwritten in FSDP2/sharded loading. Not duplicates.", - "confidence": 0.97, + "summary": "These PRs are related by expert-parallel loading, but they fix different bugs on different code paths: 45548 preserves distributed_config/has_ep for EP + ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during FSDP2 post-shard handling.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete representative of the cluster: it targets a specific expert-parameter overwrite path during distributed loading, with broader code-path changes across loading and MoE utilities.", + "canonical_pr_reason": "No single canonical PR: 45548 is about config propagation and EP detection for accelerate/ZeRO-3, while 45662 is a separate FSDP2 overwrite bug in model loading.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR for this cluster because it addresses a precise runtime failure mode in the loading pipeline and has the clearest implementation impact.", + "best_pr_reason": "45662 is the stronger representative of the cluster\u2019s concrete bug-fix work because it targets a specific overwrite path in loading and includes the direct fix in the relevant codepath.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and fix strategies: #45548 serializes `distributed_config` and adds `has_ep` to make EP/ZeRO-3 loading work; #45662 wraps loaded params post-shard to prevent expert weights being overwritten under FSDP2. Shared EP context and one filename are not enough to treat them as the same change." + "reason": "Both mention EP and touch modeling_utils, but the underlying bugs differ: 45548 preserves distributed_config and adds has_ep for EP + ZeRO-3 loading, whereas 45662 wraps sharded params post-load to stop FSDP2 rank-0 broadcast from overwriting experts. Not the same fix and not mergeable into one PR." } ] }, @@ -23726,7 +23843,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23742,40 +23859,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "ee90f8b30f4b0981c528f8c3190c6cef160e39511180076272234823f6162575", + "prepared_review_unit_hash": "c9e8500181a5d9912bdccaf34142fb280a57bf0f6e727ffbe0b5de48f5904d37", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-safe captured_info logging problem in transformers testing utilities; one is the narrower code fix, the other is the broader end-to-end version that also updates CI log collection.", - "confidence": 0.92, + "summary": "Both pull requests target the same xdist-related captured_info logging problem and share the same issue. One fixes the writer side by making the debug log file worker-safe; the other includes that fix plus CI-side aggregation so all captured_info shards are preserved.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the most complete representative: it fixes the xdist collision in `testing_utils.py` and also updates CI to read all `captured_info*.txt` artifacts, matching the full user-facing impact of the bug.", + "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it addresses the full end-to-end captured_info xdist collision story: it changes the test utility output path and also updates the workflow to collect multiple captured_info*.txt files instead of assuming a single file.", "best_issue_reason": null, - "best_pr_reason": "PR 45639 is the cleanest code-path fix and the best narrow representative if you want the smallest change that directly makes patched testing debug logs xdist-safe.", + "best_pr_reason": "PR 45645 is the best representative of the cluster since it covers the concrete bug fix and the CI log-preservation follow-up, making it the most complete single change set for this issue.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug and same core implementation area (`testing_utils.py`); the second PR expands the fix to CI artifact handling, so these could plausibly be merged into one PR." + "reason": "Both PRs fix the same underlying captured_info artifact collision under pytest-xdist and would plausibly be merged together: 45639 makes the output file worker-safe, while 45645 applies the same fix and updates CI to read all captured_info shards." } ] }, @@ -23789,7 +23906,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23805,12 +23922,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "e4c22c8aa34b045e0b82e68fc7104be2185bb3e4638de279e8fd6797995bffc0", + "prepared_review_unit_hash": "ffe8aa4c97b1b82d0a451e7457293c27ba959b43124a22b467e54dc776749782", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23818,7 +23935,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23827,18 +23944,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both linter-rule/modeling cleanup changes, but they target different rules and different underlying code paths: PR 45720 adds TRF003 tuple-return handling across several model forwards, while PR 46259 adds TRF018 initialization-rule changes across many model initializers. They are similar in theme but not duplicates.", - "confidence": 0.95, + "summary": "The two pull requests are both broad lint-rule/modeling sweeps, but they target different problems: TRF003 tuple-return cleanup vs TRF018 modeling initialization rule. Shared filenames are incidental and do not indicate the same change or bug.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR as a duplicate representative: the changes implement different lint rules (TRF003 vs TRF018) and would not plausibly merge into one patch without conflating unrelated fixes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:46259 is the broader/more representative linter-rule PR in this cluster, with wider model coverage and a more systematic refactor pattern, though it is not a duplicate of 45720.", + "best_pr_reason": "No single PR stands out as a duplicate canonical; if forced, PR 45720 is the more self-contained change, but it is still unrelated to PR 46259.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different bug/change classes: TRF003 tuple-return handling in forward methods vs TRF018 weight-initialization behavior. Shared files are incidental to the same modeling subsystem, not the same underlying fix." + "reason": "Reject: these are different lint-rule implementations affecting different code paths. 45720 adds can_return_tuple / return_dict handling across model forwards, while 46259 changes weight initialization logic across model classes. They do not look mergeable into one PR for the same underlying fix." } ] }, @@ -23852,7 +23969,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23918,7 +24035,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23937,52 +24054,52 @@ "pull_request:45932|pull_request:46891", "pull_request:46100|pull_request:46891" ], - "prepared_review_unit_hash": "97193e916be9f9fed300720cbded4e9d6a528a29418d79c62fd8b35845b55d3d", + "prepared_review_unit_hash": "92f2b019c7e6326b0d47fb2fb2a6409532b450c57580a8a3a4e631c041a7b067", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7880, - "estimated_input_tokens": 1970, - "estimated_eval_tokens": 4196 + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7880, - "estimated_input_tokens": 1970, - "estimated_eval_tokens": 4196 + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are open PRs in the same general testing/CI orbit, but they target different code paths and changes: one is a broad temporary model/CI test PR, one is a test migration with new distributed kernel tests, and one is a PEFT CI integration PR. They are not duplicates of the same underlying fix.", - "confidence": 0.91, + "summary": "These are three distinct open PRs that only overlap loosely on CI/test infrastructure. One is a grafana/OTel + model-embedding tweak PR, one is a broad test-migration PR, and one is a focused PEFT integration CI PR. They do not look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single underlying bug/change ties these PRs together. If one representative must be chosen, #46891 is the most self-contained and focused PR, centered on PEFT CI wiring, whereas #45932 and #46100 are broader and touch unrelated test/model areas.", + "canonical_pr_reason": "No single canonical PR: the three PRs target different code paths and only share broad CI/test themes.", "best_issue_reason": null, - "best_pr_reason": "#46891 is the best cluster representative because it is the narrowest and most coherent change set. The others are also test/CI-related, but they modify different subsystems and solve different problems.", + "best_pr_reason": "PR 46891 is the narrowest and most self-contained CI/test change, but it is still not a duplicate of the other two.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both are test-oriented, but #45932 is a broad \"testing grafana\" PR touching model code and CI wiring, while #46100 is a test migration adding kernel/distributed test files. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + "reason": "Both touch tests/CI, but 45932 is a grafana/OTel plus model-code change while 46100 is a test-migration PR for AltCLIP/ViT kernels; different underlying changes." }, { "left": "pull_request:45932", "right": "pull_request:46891", "accept": false, - "reason": "#45932 is a broad temporary testing/CI PR with unrelated model changes; #46891 is specifically about PEFT integration CI and a small peft integration code path. Shared workflow edits are not enough to make them the same change." + "reason": "45932 changes AIMv2/auto-mapping/model files and workflow secrets, whereas 46891 is PEFT integration CI/test wiring; not the same code-path problem." }, { "left": "pull_request:46100", "right": "pull_request:46891", "accept": false, - "reason": "#46100 adds kernel tests and test-migration files, while #46891 changes PEFT integration CI behavior and a PEFT integration helper. They touch different subsystems and address different test/CI concerns." + "reason": "46100 is a broad model test migration, while 46891 is a PEFT integration CI PR; they do not fix the same concrete issue." } ] }, @@ -23996,7 +24113,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24012,7 +24129,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "93423926f50836b67b67b53d07eb5027ac34f9154d777be0eee97738f07ec042", + "prepared_review_unit_hash": "a5fa8a01e2998b868162d3105b1cdb3c1411a3349f73d5a377da6137e8dc2471", "component_budget": { "node_count": 2, "item_count": 2, @@ -24034,18 +24151,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: PR #46126 is a focused EP/trainer integration change around router/tensor-parallel code, while PR #46269 is a broad distributed-branch base with many unrelated distributed and CI edits. The overlapping filenames look like branch overlap, not the same underlying fix.", - "confidence": 0.91, + "summary": "These are not duplicates. PR 46126 is a focused EP/Trainer integration change, while PR 46269 is a broad distributed-branch base touching many unrelated areas. The shared files are not enough to treat them as the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the better canonical PR because it has a single, concrete scope centered on EP routing and trainer integration; PR #46269 is a wide base branch touching many subsystems and is not a single actionable change.", + "canonical_pr_reason": "PR 46126 is the more concrete, self-contained change: it targets EP routing/Trainer integration with a small set of directly related files.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the cluster because it is the most specific and technically coherent change, whereas #46269 is too broad and heterogeneous to serve as a clean duplicate target.", + "best_pr_reason": "PR 46126 is the best representative of a specific code-path change; PR 46269 is too broad and multi-purpose to serve as the canonical example for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed files are not enough to treat these as the same change. #46126 targets EP/router and trainer integration; #46269 is a large branch-base PR spanning CI, FSDP, MoE, loading, and other distributed components, so they would not plausibly merge as one PR." + "reason": "Shared distributed filenames are incidental; 46126 implements EP/Trainer integration, while 46269 is a large branch-base PR spanning CI, FSDP, MoE, and distributed internals. They do not look like the same concrete bug fix or mergeable change set." } ] }, @@ -24059,7 +24176,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24111,208 +24228,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "7ac72a0ea3921b83f4a6e1096cfa6cd1225313f9074e36ae49fcb35c9439dbfc", + "prepared_review_unit_hash": "66e414c1c16ace34c46ee6f0cf177e86bc988621527c7ae8a868bd38d3699a4e", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25919, - "estimated_input_tokens": 6480, - "estimated_eval_tokens": 13216 + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25919, - "estimated_input_tokens": 6480, - "estimated_eval_tokens": 13216 + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are independent workflow-hygiene PRs touching different files and code paths. The only tight cluster is pr-ci-security-gate.yml, but those PRs make different hardening edits rather than the same concrete fix, so none of the soft edges should merge.", - "confidence": 0.94, + "summary": "These are mostly unrelated workflow-maintenance PRs. The only dense subgroup is pr-ci-security-gate.yml, but even those PRs make different changes (checkout/diff logic, permissions, comments, secrets handling), so none should be deduplicated.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the strongest representative because it makes the core security-gate logic change; the other nearby PRs are smaller, complementary edits (permissions, comments, secrets handling) rather than the same fix.", + "canonical_pr_reason": "If forced to pick an anchor, #46554 is the most substantive baseline because it changes the actual security-gate logic; however, the surrounding PRs are not true duplicates of it.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best global representative: it changes the substantive execution path in pr-ci-security-gate.yml, while the others are mostly ancillary workflow tweaks or unrelated maintenance changes.", + "best_pr_reason": "#46554 is the best representative PR in the cluster because it makes the core behavioral change in the security gate workflow, while the others are narrower or unrelated workflow tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior changes; only a broad CI/workflow similarity, not the same bug or fix." + "reason": "Different workflow files and different fixes: stdin handling in self-comment CI vs security-gate checkout/diff logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow edits: stdin handling in self-comment CI versus security-gate permissions/approval logic." + "reason": "Unrelated workflows; one fixes comment piping, the other changes pr-ci-security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different file and different concern; one is command input handling, the other is a reusable-workflow/security note change." + "reason": "Different code paths: comment piping in self-comment CI vs a note/comment-only change in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different code path; one changes CI message passing, the other changes PR security-gate secrets handling." + "reason": "Different workflows and different behavior: stdin handling vs secrets handling in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are shell-safety workflow tweaks, but they fix different scripts in different workflows and are not the same underlying issue." + "reason": "Both are shell-quoting style workflow edits, but they touch different jobs and different bug contexts, so not the same change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different trigger logic; no shared concrete bug." + "reason": "Different workflows and purposes: SSH runner hardening vs benchmark trigger conditions." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow maintenance changes in different jobs; similar namespace only." + "reason": "SSH runner security hardening is unrelated to anti-slop permission placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow edits: SSH runner hardening versus reviewer assignment checkout behavior." + "reason": "Different workflows and fixes: SSH runner environment hardening vs reviewer assignment checkout ref." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both touch CI/workflow infrastructure, but they address different problems: SSH runner hardening versus PR security-gate logic." + "reason": "Different workflow files and different security concerns; not the same underlying bug/change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow and different fix; security-gate permissions/approval gating is not the SSH runner hardening issue." + "reason": "SSH runner changes are unrelated to pr-ci-security-gate permission and approval adjustments." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow updates, but one is anti-slop permissions and the other is benchmark dispatch support; not the same change." + "reason": "Anti-slop permissions and benchmark dispatch support are unrelated workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows with unrelated behavior changes." + "reason": "Different workflows and unrelated fixes: anti-slop permissions vs assign-reviewers checkout behavior." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different shell/input handling fixes; only superficial similarity." + "reason": "Unrelated workflows; permission cleanup in anti-slop is not the same as shell quoting in build-ci-docker-images." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Security-gate logic is unrelated to anti-slop permission scoping." + "reason": "Different workflow files and different fixes; only broad CI-related similarity." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow jobs and different fixes; no shared underlying bug." + "reason": "Different workflows and different behavior: reviewer assignment checkout vs benchmark dispatch trigger." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Reviewer checkout ref change is unrelated to Docker-image build command quoting." + "reason": "Different workflow jobs and different code paths; not a duplicate fix." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow infrastructure changes with no common code-path problem." + "reason": "Assign-reviewers checkout ref change is unrelated to pr-ci-security-gate changes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow trigger change versus build-image shell quoting; unrelated." + "reason": "Different workflows and unrelated changes: benchmark dispatch vs build-image message handling." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different functionality; not a duplicate fix." + "reason": "Benchmark trigger logic is unrelated to pr-ci-security-gate security checks." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are CI/workflow edits, but they fix different scripts and different jobs; not one mergeable change." + "reason": "Both are workflow shell tweaks, but they address different scripts in different jobs and should not be merged as one fix." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-script input handling versus security-gate permissions/approval logic are separate concerns." + "reason": "Different workflows and different fixes: message parsing in build-ci-docker-images vs permissions/approval changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different changes: 46554 adds checkout/diff-based security checks, while 46558 adjusts permissions and gates approval on success; complementary, not the same fix." + "reason": "Same workflow file, but one adds diff-based security checks while the other adjusts permissions and conditional approval; distinct changes." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "46563 is just a reusable-workflow/comment clarification, not the same code-path change as 46554's security checks." + "reason": "Same workflow file, but one implements checks and the other only adds explanatory comments." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Secrets scoping and security-check logic are related thematically but are different concrete changes." + "reason": "Same workflow file, but one changes gate logic and the other changes secrets exposure; not the same fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating is distinct from the reusable-workflow safety comment update." + "reason": "Both touch the same workflow, but permissions/if-guard changes are distinct from comment-only edits." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Both are security-gate hardening, but one changes permissions/approval flow and the other changes secrets inheritance; not the same fix." + "reason": "Different changes in the same file: workflow permissions/approval gating vs secrets inheritance removal." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only safety note versus actual secrets scoping change; different kinds of edits." + "reason": "Comment-only workflow notes are not the same as changing secrets handling." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow edits; only superficial similarity in being small CI changes." + "reason": "Different workflow files and different fixes; no shared concrete bug." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different problem domain; build-image command quoting is unrelated to PR CI secrets scoping." + "reason": "Build-image shell quoting and pr-ci-security-gate secrets handling are unrelated." } ] }, @@ -24326,7 +24443,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24342,7 +24459,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "f95db07950c690999a7689a2013711ae32fbb02d9e4e34cdf1ea69d2a8d89e19", + "prepared_review_unit_hash": "1e845479a472e3543a2a2ce630ba912f60006a34c206fd72dc6aa7120d390309", "component_budget": { "node_count": 2, "item_count": 2, @@ -24364,18 +24481,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs modernize source inspection to avoid `open()`, but they target different subsystems and distinct code paths, so they are not duplicates.", - "confidence": 0.94, + "summary": "Both PRs are about replacing file-open source inspection with safer source access, but they target different code paths: one in import_utils, the other in modeling_utils. They are related in style/pattern, not the same underlying fix, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 46152 changes `import_utils.py` for traversable resolution, while 46207 changes `modeling_utils.py` for `_can_set_attn_implementation`; they solve different bugs.", + "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has a clearer, test-backed code-path fix in modeling_utils and explicitly scopes the behavior change to _can_set_*_implementation.", "best_issue_reason": null, - "best_pr_reason": "46207 is the cleaner representative if one must be chosen because it is a focused, test-backed fix for one concrete code path; 46152 addresses a separate helper in a different module.", + "best_pr_reason": "PR 46207 is the strongest standalone change here: the bug is concrete, the fix is localized, and the added tests make the intent and regression coverage clearer than the more infrastructure-oriented import_utils change.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same broad theme (avoid `open()`), but different modules, different functions, and different behaviors; they are not the same underlying change and would not be merged into one PR." + "reason": "Related only by a broad refactor theme (avoiding open() for source reading). They touch different files and different mechanisms, so they do not look like the same underlying bug or a single mergeable PR." } ] }, @@ -24389,7 +24506,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24452,7 +24569,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24468,12 +24585,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "f27a94c190d9a11207de7366a1a4e4b0859090bc0a8e2e598d3be1470bb0146b", + "prepared_review_unit_hash": "495edeb83936fcb3be95f56c3799120d9832c5741d7a1f508a50f2bd79e9ca65", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4270, + "serialized_chars": 4271, "estimated_input_tokens": 1068, "estimated_eval_tokens": 2392 }, @@ -24481,7 +24598,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4270, + "serialized_chars": 4271, "estimated_input_tokens": 1068, "estimated_eval_tokens": 2392 }, @@ -24490,18 +24607,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs harden path handling against traversal, but they fix different inputs in different code paths: one guards sharded checkpoint filenames from the index `weight_map`, the other guards `transformers_weights` in model config resolution. They are related security hardening, not duplicates.", - "confidence": 0.97, + "summary": "Two security-hardening PRs are related by theme, but they fix different path-traversal inputs in different loader code paths: one for sharded checkpoint shard names from `weight_map`, the other for `transformers_weights` explicit filenames from config.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "46281 is the cleaner representative of the cluster theme: it fixes a concrete checkpoint-shard loading path and the containment check is explicit and well-scoped. Still, it is not a duplicate of 46890.", + "canonical_pr_reason": "No single canonical PR: these are separate fixes for different untrusted filename sources and different resolution logic, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "46281 is the better standalone PR because the bug is narrowly defined, the affected path is clear, and the fix is self-contained. 46890 addresses a separate config-driven file-resolution path.", + "best_pr_reason": "Neither PR is a strong global duplicate representative because they address different underlying bugs; if forced, the sharded-checkpoint PR is slightly more self-contained, but it should not subsume the other.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Different underlying bugs and different code paths: `get_checkpoint_shard_files` uses index `weight_map` entries, while `_get_resolved_checkpoint_files` uses `transformers_weights`. Same vulnerability class, but not the same fix or mergeable into one PR." + "reason": "Both are path-traversal fixes, but they protect different code paths and different attacker-controlled fields (`weight_map` shard names vs `transformers_weights` explicit filename). They do not look like the same underlying bug and would not be merged as one PR." } ] }, @@ -24515,7 +24632,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24531,12 +24648,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "7aaab9e0aeda2c627210bb0d5640ca3a07432b6a9d3922f7580e39a595676187", + "prepared_review_unit_hash": "ac7e33615a5b090806b3fec85b304fdd6d575b20183b4d4130b751f5b59202b8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4849, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24544,7 +24661,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4849, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24553,18 +24670,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one bug in Moonshine streaming\u2019s right-side sliding window mask (`-dist <= right_window_size` vs `<`). PR 46546 is the more complete representation because it includes the Moonshine fix plus tests and an additional analogous Gemma4 fix.", - "confidence": 0.92, + "summary": "Both pull requests fix the same off-by-one bug in the right-side sliding-window mask (`-dist <= right_window_size` instead of `<`) for Moonshine streaming. PR 46546 is the broader, more complete patch and subsumes the narrower 46310 change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the Moonshine streaming boundary fix, adds test coverage, and is the more complete patch set.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same Moonshine boundary fix as 46310 plus the related Gemma4 patch and tests, making it the more complete representative of this bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 best represents the cluster since it covers the same Moonshine streaming bug as 46310 and includes validation plus the related Gemma4 adjustment.", + "best_pr_reason": "PR 46546 best represents the cluster: it fixes the same concrete right-window boundary error, includes validation tests, and subsumes the narrower Moonshine-only PR.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying Moonshine streaming right-window boundary bug; the diff is the same off-by-one correction in the same mask code path, and 46546 is essentially a superset of 46310 for that fix." + "reason": "Both PRs correct the same concrete off-by-one boundary in the sliding-window right mask for Moonshine streaming, and the larger PR could plausibly absorb the narrower one." } ] }, @@ -24578,7 +24695,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24603,7 +24720,7 @@ "pull_request:46425|pull_request:46850", "pull_request:46850|pull_request:46917" ], - "prepared_review_unit_hash": "613d36cd047c28497d745197401c5023aff1e5e68ff677a57055047cf3f5090c", + "prepared_review_unit_hash": "d850b05030086e47905668fe5f8c069cf0133061bf891a9f0d71cd2d87683413", "component_budget": { "node_count": 6, "item_count": 6, @@ -24625,48 +24742,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates of one another. They span unrelated changes: multimodal continuous batching, HunYuan VL model support, RADIO model support, Nemotron Omni support, Gemma masking fixes, and deprecated API removal. The only similarities are broad feature-addition patterns and shared framework files, which are not enough to merge PRs.", + "summary": "All six items are distinct pull requests covering different features or fixes; none are true duplicates, including the suggested soft-accept between RADIO and deprecation cleanup.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46425 is the broadest standalone feature-addition PR in the set and is the most reasonable representative if a single PR must be chosen, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46425 is the most self-contained model-support addition and the closest thing to a cluster representative, but it is not a true duplicate canonical target because the set is heterogeneous.", + "best_pr_reason": "PR 46425 is the strongest standalone PR here: it has a clear, self-contained model addition with substantial docs/tests/auto-mapping updates, making it the best representative of the cluster despite not matching the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different features and code paths: continuous batching multimodal support vs adding a new HunYuan VL model package." + "reason": "Continuous batching multimodal support and HunYuan VL model onboarding are unrelated changes in different codepaths." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Both are large feature additions, but one changes continuous batching internals while the other adds a specific vision-language model; no shared bug or mergeable code-path." + "reason": "One targets continuous batching internals; the other adds RADIO model support. Shared ML infrastructure theme is too broad to be a duplicate." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Distinct model integrations for different architectures (RADIO vs Nemotron Omni); same broad subsystem only, not the same change." + "reason": "RADIO model support and Nemotron Omni support are separate model integrations with different files and implementation goals." }, { "left": "pull_request:46425", "right": "pull_request:46917", "accept": false, - "reason": "RADIO model support and deprecated API cleanup are unrelated; no common underlying bug or implementation target." + "reason": "Adding a new model and removing deprecated training/image-backend APIs are unrelated changes; they do not fix the same bug or add the same feature." }, { "left": "pull_request:46425", "right": "pull_request:46850", "accept": false, - "reason": "Model addition versus a Gemma attention-masking bug fix; completely different concrete behavior and files." + "reason": "RADIO model addition and Gemma masking bugfix touch different subsystems and solve different problems." }, { "left": "pull_request:46850", "right": "pull_request:46917", "accept": false, - "reason": "Gemma sliding-window masking fix and deprecated training/image-backend cleanup are unrelated changes." + "reason": "Attention-mask boundary fixes and deprecation cleanup are unrelated; no shared concrete code-path problem." } ] }, @@ -24680,7 +24797,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24696,40 +24813,40 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "fd347c25ad1076d0ee8a6814c2a5defa5c91f0eda8a2578129a2047a972aced6", + "prepared_review_unit_hash": "95970f2cdecc6593772497c5c47c0dd462b6eec05d1627b7c505f5b2e999d590", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "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 two PRs fix different tokenizer-related problems in different models: CodeLlama decode-space stripping vs. DeepSeek-Coder/DeepSeek-LLM auto-tokenizer misclassification. They are not duplicates and should not be merged.", + "summary": "These are two unrelated tokenizer-related PRs: one fixes CodeLlama decoding stripping real leading spaces, the other fixes DeepSeek model checkpoints loading the wrong tokenizer class. They share the broad tokenizer area but not the same bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the changes address separate bugs in different code paths and model families.", + "canonical_pr_reason": "PR #46574 is the stronger canonical representative if one must be chosen: it is a narrowly scoped, concrete bug fix with an explicit issue link and a clear code-path change. PR #46580 addresses a different model-routing problem in auto tokenization.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global canonical choice because they solve unrelated issues; each is only best for its own specific bug.", + "best_pr_reason": "PR #46574 is the best single representative because its scope is precise and self-contained, whereas PR #46580 is a separate workaround for checkpoint-specific tokenizer-class selection.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different failure modes and code paths: CodeLlama decoder setup vs. AutoTokenizer checkpoint-prefix override for DeepSeek models. Not the same underlying change." + "reason": "Different underlying problems and code paths: CodeLlama decode-space stripping vs DeepSeek checkpoint tokenizer-class misrouting. They are not plausible duplicates or mergeable into one PR." } ] }, @@ -24743,7 +24860,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24759,12 +24876,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "cc33ca8c203482762107b8b95bdb103ffae57774d83082ea5263be55e87d3f90", + "prepared_review_unit_hash": "3e3657c4b8a965c39fb6ba0a37a38a3b18fa82875a1a903cd69a6af537f9553f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5496, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24772,7 +24889,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5496, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24781,18 +24898,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct Mistral PRs: one moves MistralConverter into a dedicated integrations package, the other adds tekken tokenizer detection/conversion/save utilities. They overlap on files and subsystem but do not appear to be the same fix or mergeable into one PR as-is.", + "summary": "These are related Mistral-tokenizer PRs, but they are not the same change: one refactors/moves `MistralConverter` into the Mistral integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. The overlap is mostly in shared tokenizer files, not a shared concrete fix.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the better representative of the cluster because it introduces the broader tokenizer functionality (detection, conversion, and save utilities) rather than only relocating existing converter code.", + "canonical_pr_reason": "PR #46603 is the better canonical candidate because it is a focused, non-draft refactor with review activity, and its scope is narrower and more self-contained than the draft feature PR.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the strongest standalone change set: it covers the concrete new Mistral tokenizer behavior, while #46603 is mostly a refactor/package move.", + "best_pr_reason": "PR #46603 is the best overall PR in this cluster: it has the clearer, more isolated purpose and appears more mature than the draft PR #46604, which is a broader feature addition.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Reject: #46603 is a code move/refactor for MistralConverter, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They share Mistral files but address different underlying changes and would not plausibly be merged as one PR." + "reason": "Reject: both touch Mistral tokenizer code, but they implement different changes. #46603 moves `MistralConverter` into `integrations/mistral/`, while #46604 adds tekken tokenizer detection/conversion/save utilities. Shared files alone are not enough to treat them as the same underlying PR." } ] }, @@ -24806,7 +24923,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24826,52 +24943,52 @@ "pull_request:46741|pull_request:46781", "pull_request:46773|pull_request:46937" ], - "prepared_review_unit_hash": "540b0506cea828d90cce328a1ba3976f6e7719d81844620af3dbddf39f8cdabb", + "prepared_review_unit_hash": "6af44b5bcbdb4ed506689ac0da39231613d17fba4871366edd5b60e9ce6b081f", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 11149, - "estimated_input_tokens": 2788, - "estimated_eval_tokens": 5832 + "serialized_chars": 11147, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 11149, - "estimated_input_tokens": 2788, - "estimated_eval_tokens": 5832 + "serialized_chars": 11147, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Four open PRs cluster around hybrid/linear-attention model behavior, but they address different bugs: chunked-prefill/speculative decoding cache handling, padding-mask application for batch size 1, QuantizedCache construction for hybrid models, and assisted-generation statefulness. No duplicate pair is strong enough to merge.", - "confidence": 0.93, + "summary": "These PRs are related by hybrid/stateful model infrastructure, but they fix different bugs in different code paths: chunked-prefill/speculative decoding, padding-mask handling for batch size 1, QuantizedCache layer construction, and assisted-generation rejection via _is_stateful.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46741 is the strongest representative: it fixes a concrete cache/state handling bug in chunked-prefill/speculative decoding and applies it across multiple affected hybrid models with targeted code changes and tests.", + "canonical_pr_reason": "No single canonical PR: the items address separate defects and are not interchangeable as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR #46741 is the best standalone change in the cluster because it targets a specific runtime failure mode in a well-defined code path and has the broadest, most coherent fix surface across affected models.", + "best_pr_reason": "PR 46741 is the broadest representative of the shared hybrid-model/cache theme, but it still does not cover the padding-mask, QuantizedCache, or _is_stateful changes in the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Both touch Bamba and other linear-attention models, but #46741 fixes precomputed-state handling for chunked prefill/speculative decoding, while #46773 fixes padding-mask application when batch size is 1. Different bug, different code path." + "reason": "Both touch hybrid/linear-attention model code, but 46741 fixes cache reuse in chunked-prefill/speculative decoding while 46773 fixes padding-mask application for batch size 1; distinct bugs and merge targets." }, { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "#46741 changes model forward/cache-state logic in specific architectures; #46781 changes QuantizedCache layer construction in cache_utils for hybrid models. Related subsystem, but not the same underlying defect." + "reason": "46741 changes model forward/cache behavior for speculative decoding, whereas 46781 changes QuantizedCache construction in cache_utils for hybrid layer types; different failure modes and code paths." }, { "left": "pull_request:46773", "right": "pull_request:46937", "accept": false, - "reason": "#46773 addresses padding-mask skipping; #46937 marks LFM2/LFM2-MoE as stateful to reject assisted generation. These are unrelated behavior fixes." + "reason": "46773 corrects masking logic during forward passes, while 46937 only sets _is_stateful to reject assisted generation; related model family, but not the same underlying change." } ] }, @@ -24885,7 +25002,7 @@ { "label": "pull_request", "component_index": 37, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24904,12 +25021,12 @@ "pull_request:46895|pull_request:46916", "pull_request:46898|pull_request:46916" ], - "prepared_review_unit_hash": "aedf8d5c5e1ff1a317506bb871751cfc19777863aba87605ad51c3cde63b6f03", + "prepared_review_unit_hash": "414133097fc55315c9020920ab925761e960b2357c186c2fe2f1926e7d79156d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7716, + "serialized_chars": 7714, "estimated_input_tokens": 1929, "estimated_eval_tokens": 4114 }, @@ -24917,7 +25034,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7716, + "serialized_chars": 7714, "estimated_input_tokens": 1929, "estimated_eval_tokens": 4114 }, @@ -24926,30 +25043,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs address the same broad training-loss double-shift pattern, but they are model-specific patches and not true duplicates. PR 46916 is the best representative because it spans both CohereASR and Florence2 and subsumes the other two fixes.", - "confidence": 0.83, + "summary": "PR 46916 is the best canonical representative because it combines the same training-loss double-shift fix for both CohereASR and Florence2, subsuming the narrower single-model PRs. The two single-model PRs are related by pattern, but they are not the same concrete fix across the same code path.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "46916 is the broadest and most representative patch: it covers both CohereASR and Florence2 training-loss double-shift fixes, while the others each cover only one model.", + "canonical_pr_reason": "46916 is the most complete PR: it covers both model-specific double-shift loss fixes and thus subsumes the narrower CohereASR-only and Florence2-only PRs.", "best_issue_reason": null, - "best_pr_reason": "46916 best captures the cluster theme and includes both code paths, making it the strongest anchor PR.", + "best_pr_reason": "46916 best represents the cluster because it unifies the same bug fix across both affected model implementations and is the closest superset of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46898", "accept": false, - "reason": "Same symptom, but different model code paths (CohereASR vs Florence2); these are parallel model-specific fixes, not one duplicate change." + "reason": "Both PRs fix a similar double-shift training-loss pattern, but in different models (CohereASR vs Florence2). They are related by technique, not the same underlying concrete change." }, { "left": "pull_request:46895", "right": "pull_request:46916", - "accept": false, - "reason": "46916 is a broader superset patch that also changes Florence2; it overlaps on CohereASR but is not the same single concrete PR change." + "accept": true, + "reason": "46916 includes the same CohereASR double-shift loss fix as 46895, so they overlap on the same concrete bug/change for that model." }, { "left": "pull_request:46898", "right": "pull_request:46916", - "accept": false, - "reason": "46916 includes extra CohereASR work in addition to Florence2, so it is not just a duplicate of the Florence2-only fix." + "accept": true, + "reason": "46916 includes the same Florence2 double-shift loss fix as 46898, so they overlap on the same concrete bug/change for that model." } ] }, @@ -24963,7 +25080,7 @@ { "label": "pull_request", "component_index": 38, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24971,114 +25088,213 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46907-5", + "cluster_id": "cluster-46907-6", "nodes": [ "pull_request:46907", "pull_request:46908", "pull_request:46926", "pull_request:46927", - "pull_request:46928" + "pull_request:46928", + "pull_request:46941" ], "soft_pairs": [ "pull_request:46907|pull_request:46927", "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46941", "pull_request:46907|pull_request:46908", "pull_request:46907|pull_request:46928", "pull_request:46908|pull_request:46926", "pull_request:46908|pull_request:46928", "pull_request:46908|pull_request:46927", + "pull_request:46908|pull_request:46941", "pull_request:46926|pull_request:46927", + "pull_request:46926|pull_request:46941", "pull_request:46926|pull_request:46928", - "pull_request:46927|pull_request:46928" + "pull_request:46927|pull_request:46941", + "pull_request:46927|pull_request:46928", + "pull_request:46928|pull_request:46941" ], - "prepared_review_unit_hash": "e0a57655ac9c6e71cdce62aa886fdff05dd64e5a1f8f002fa8f66586c9c1180e", + "prepared_review_unit_hash": "dd64fcb7768a2e9b08e68e1c15d0830017cfc91af3b9140e9e3b18a01dc87523", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 10, - "serialized_chars": 11920, - "estimated_input_tokens": 2980, - "estimated_eval_tokens": 6216 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 15311, + "estimated_input_tokens": 3828, + "estimated_eval_tokens": 7912 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 10, - "serialized_chars": 11920, - "estimated_input_tokens": 2980, - "estimated_eval_tokens": 6216 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 15311, + "estimated_input_tokens": 3828, + "estimated_eval_tokens": 7912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates despite similar triage labels and soft similarity: each changes a different model or subsystem and fixes a different failure mode. The cluster is a set of unrelated model-specific test/load fixes, not one underlying bug.", - "confidence": 0.94, + "summary": "These PRs are not duplicates: they touch different models and different failure modes (runtime kwarg handling, load/offload test setup, tokenizer registration, and a math fix). The soft-similarity links are misleading here.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster mixes unrelated fixes across separate model code paths and test-only adjustments.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good cluster representative: the changes target different code paths (EdgeTAM forward kwargs, DeepSeek/MiniMax load-time offloading, GLM46V input_id dtype handling, and BLIP-2 tokenizer registration).", + "best_pr_reason": "46907 is the best standalone PR here because it fixes a concrete runtime model bug in `edgetam` rather than only adjusting tests or registry data.", "soft_edge_verdicts": [ { "left": "pull_request:46907", "right": "pull_request:46927", "accept": false, - "reason": "Different models and fixes: EdgeTAM strips an invalid processor kwarg before backbone forward, while GLM46V adds input_id casting in its forward method. Not the same bug or mergeable into one PR." + "reason": "Different models and bugs: `edgetam` drops a stray kwarg; `glm46v` casts `input_ids` to long. Not the same underlying fix." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "Different model families and failure modes: EdgeTAM integration-test import/config issue vs MiniMax-M3-VL load_error workaround via offload_folder." + "reason": "`edgetam` model kwarg cleanup vs. `minimax_m3_vl` test offload-folder workaround; unrelated code paths." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "Unrelated models and logic: `edgetam` kwarg handling vs. `dac` distance formula correction." }, { "left": "pull_request:46907", "right": "pull_request:46908", "accept": false, - "reason": "EdgeTAM code-path fix vs DeepSeek-V3.2 test harness load_error fix; unrelated models and unrelated runtime problems." + "reason": "`edgetam` runtime model fix vs. `deepseek_v32` test-only offload setup; not the same bug." }, { "left": "pull_request:46907", "right": "pull_request:46928", "accept": false, - "reason": "EdgeTAM forward-kwargs fix is unrelated to BLIP-2 tokenizer auto-registration; different subsystem and different bug." + "reason": "`edgetam` model forward fix vs. `blip_2` tokenizer registry entry; different subsystems and failure modes." }, { "left": "pull_request:46908", "right": "pull_request:46926", "accept": false, - "reason": "Both are load_error-related test fixes, but for different models and different loaders/offload behavior. Not the same underlying issue." + "reason": "Both are test load_error workarounds, but for different models and test files; not one underlying bug." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "DeepSeek load-time offloading workaround is unrelated to BLIP-2 tokenizer mapping." + "reason": "`deepseek_v32` offload-folder test fix vs. `blip_2` tokenizer auto-registration; unrelated changes." }, { "left": "pull_request:46908", "right": "pull_request:46927", "accept": false, - "reason": "DeepSeek load_error workaround vs GLM46V dtype conversion in forward; different code paths and failure modes." + "reason": "`deepseek_v32` integration-test workaround and `glm46v` forward override address different issues." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46941", + "accept": false, + "reason": "Test offload handling vs. a model output mismatch math fix; not the same code-path problem." }, { "left": "pull_request:46926", "right": "pull_request:46927", "accept": false, - "reason": "MiniMax-M3-VL offload_folder test fix is unrelated to GLM46V forward input_id casting." + "reason": "`minimax_m3_vl` test load workaround vs. `glm46v` input dtype fix; unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Different models and failure modes: test offload-folder workaround vs. DAC decoding formula correction." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "MiniMax load_error workaround vs BLIP-2 tokenizer registry update; no shared underlying bug." + "reason": "`minimax_m3_vl` test-only offload change vs. `blip_2` tokenizer pattern addition; not duplicate fixes." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46941", + "accept": false, + "reason": "`glm46v` input_ids dtype normalization and `dac` codebook distance fix are unrelated model bugs." }, { "left": "pull_request:46927", "right": "pull_request:46928", "accept": false, - "reason": "GLM46V input_id long-casting fix is unrelated to BLIP-2 auto tokenizer support." + "reason": "`glm46v` forward override vs. `blip_2` tokenizer auto-map update; different artifacts and purposes." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Tokenizer registry addition for `blip_2` is unrelated to `dac`'s output-mismatch math 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": 39, + "component_count": 39, + "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": "9385fbfe4723ed701b3c7254997ddf960fa60082ffdf378190befe95c588fc94", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-specific PRs that both fix unsafe dtype casting under quantization, but they target different code paths (Gemma4 vision/audio embedders vs. TimesFM 2.5 ResidualBlock). They are thematically similar, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46933 is the stronger canonical representative: it has an explicit linked issue, a clear concrete bug, and a focused fix in the Gemma4 embedders.", + "best_issue_reason": null, + "best_pr_reason": "PR 46933 is the best standalone PR in the cluster because it has the clearest issue linkage and a precise, self-contained quantization dtype fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Different models and different implementation sites; both fix the same general casting antipattern, but not the same underlying bug or mergeable change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 8298879a794bc6d7f694f65d6f46be9d012a626c..0ba4a6c3f514e71185b13aac01e4f0afcf9f4608 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260628t000017z", + "analysis_id": "hybrid-model-20260628t060020z", "archived_artifacts": { - "hybrid": "snapshots/20260628T000017Z/analysis-runs/hybrid-model-20260628t000017z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260628T000017Z/analysis-runs/hybrid-model-20260628t000017z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-28T00:10:09Z", + "published_at": "2026-06-28T06:10:40Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260628T000017Z", + "snapshot_id": "20260628T060020Z", "variant": "hybrid" } diff --git a/snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.json b/snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..24d88ebac5645a25cb529590335b8e90722d5bd3 --- /dev/null +++ b/snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.json @@ -0,0 +1,2467 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260628T060020Z", + "generated_at": "2026-06-28T06:10:38Z", + "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": [ + 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Most other pairs are only broad similarity matches and look like distinct bugs or doc issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the strongest duplicate cluster: it names the exact failure (index 0 out of bounds), the trigger (DeepSpeed ZeRO-3 init), and the model family (BertModel) without extra noise.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall issue representative here because it is specific, readable, and central to a true duplicate pair; it is the most actionable title among the accepted matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a missing-config attribute error and the other is a streaming API failure; different code paths." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failures: AMD GPU support vs MPS histogram on Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different symptoms and models: dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." + }, + { + "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": "Both are model-specific failures, but there is no shared concrete failure mode." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE issues on different platforms; no shared code-path problem." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Collective mismatch during ZeRO-3 training vs ModernBERT ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and failures: ONNX export vs FineGrainedFP8 runtime." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug and Qwen3 device-map CUDA assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and RAG docs issues are different topics." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but one is removed pipeline tasks and the other is the removed run command." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue vs GenerationMixin import error are different failures." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training with trust_remote_code are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training problem and YOLO multi-GPU device-map failure are different bugs." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 device mismatch are not the same defect." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but one is ZeRO-3 Bert init and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Bert ZeRO-3 init bug and remote-code resume-training bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same general error class, but different trigger and stack context." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch and Qwen3.5 video-token mismatch are different multimodal issues." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Indexing shape error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training-resume issue and broken Nemotron example do not share the same failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template StopIteration and remote-code resume-training are distinct." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the collective mismatch and Bert zero3 index error are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/Bert index-out-of-bounds failure; 43638 is just the non-pretrained Bert variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different issues: detokenization bug vs LoRA merge/save reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA save/reload inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the weight dimensionality error and collective mismatch are different problems." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation mismatch is not the same as mask-shape IndexError." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class name, but one is CPU-offload forward incompatibility and the other is uninitialized inv_freq after materialization." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram int error and YOLO multi-GPU device-map failure are unrelated backend issues." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel failure are different distributed-training bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and CustomTrainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 init error and GPT-OSS TP failure are different distributed execution bugs." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failure modes; no shared code-path." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error and AMD GPU failure are distinct hardware/model issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern attribute error and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility regression; the titles differ only in how much version context they include." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and Gemma4 inputs_embeds reverse-lookup cost are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are different distributed failures." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but one is removed pipeline-task references and the other is the removed run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram int limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy usage and autocast dtype mismatch are different training/runtime bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch in ZeRO-3 and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask-shape IndexError are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the summary correctly identifies the two deterministic duplicate pairs (43596/43638 and 45800/46515), and the canonical choice is defensible from the titles. The soft-edge rejections are generally conservative and do not overstate evidence. No mergeability issues apply here because these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:44589|issue:46304", + "issue:43901|issue:44512", + "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:43872|issue:46304", + "issue:44292|issue:46015", + "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:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "67a402c937aec6787733c8fdfc2b3e98712c296f856d5977d08eb4eef53751db", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40040, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with two plausible duplicate subfamilies: a v5 AutoTokenizer token-ID regression and a DeepSpeed ZeRO-3 out-of-bounds load failure. The rest look like unrelated model-specific regressions or docs/version-compatibility reports.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest and clearest report of the AutoTokenizer v5 regression across many model families; issue:45812 looks like the Granite-specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue here because it has the widest stated impact and the cleanest duplicate scope for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they point to different breakages and different failure modes." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading problems; no shared underlying bug is evident." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 loading/indexing failure pattern with the same out-of-bounds symptom; model names differ but the underlying bug appears shared." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both are runtime/model-compatibility failures, but the Gemma3 config attribute error and Qwen3 device-map CUDA assert are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the torch/distributed compatibility issue." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different documentation regressions and are not duplicates." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different task/model areas and different failure classes; not the same underlying issue." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger-kernel cross_entropy behavior and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE and video-token/template mismatch in Qwen3.5 are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch do not share the same code path." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and ModelOpt compatibility are different failure types." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 support are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 token-ID regression; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the torch/distributed breakage." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure and RAG docs issues are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window, but they are different model/config failures with different symptoms." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar index-related errors, but the mask-shape mismatch and zero-sized index error are not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-specific loading problems with no shared code-path evidence." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic model breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-sensitive regressions, but they affect different subsystems and failure modes." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures in different API paths; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config and Gemma4 device-mapping mismatch are different model bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path breakage for GenerationMixin is unrelated to the Gemma3 sliding-window config error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend failures and different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and autocast dtype mismatch are different MoE issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model implementations and different failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index-style errors, but the mask length mismatch and the ZeRO-3 zero-sized index failure do not look like the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Fallback selection for flash-attn2 and remote-code model_class config_class errors are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig breakage are separate config issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two accepted duplicate subfamilies are well supported by the issue titles (`AutoTokenizer` v5 regression and the ZeRO-3 out-of-bounds load failure), and the rest are described conservatively as heterogeneous. I didn\u2019t see any overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43994", + "issue:44291", + "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:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "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:44530|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "465946fa2b91579fad792d218c642f1304db53b1f825a47af13759694b7718b1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36886, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous; only a few issue pairs look like true duplicates. The clearest duplicate signals are around Qwen3.5 video-input regressions and trust_remote_code cache/module path collisions; most other soft pairs are just broadly similar symptoms or adjacent model families.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45632 is the cleanest root-cause report: it explicitly identifies the trust_remote_code cache-path collision, while 45698 reads like a later symptom of the same reload/module-resolution bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45632 is the strongest standalone anchor because it states the mechanism directly and is easier to deduplicate against than symptom-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL load failure vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "OOM/reserved-memory regression is unrelated to tied-weights behavior in translation models." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are index/training failures, but the titles point to different code paths and symptoms." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE issues: grouped_mm tracing failure vs tensor-parallel support for GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and different failure modes; autocast dtype mismatch is not the same as streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized compatibility is a different bug from PretrainedConfig pydantic-field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the pydantic/config regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError reports, but the masked-tensor shape mismatch and the zero-sized index under ZeRO-3 are distinct failures." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal regressions: image preprocessor dtype mismatch vs video-token/template mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SIGLIP2 embedding quality regression is not the same as the AutoModel/pipeline nonsensical-output bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5 video-input regression: video features/tokens/template accounting is broken." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Broken official Nemotron example and YOLO multi-GPU device-map behavior are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized rotary-memory after to_empty() are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 initialization failure and trust_remote_code resume/training behavior are unrelated." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue vs remote-code model_class/config_class AttributeError are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and TRL embedding-unpacking failure are not the same code-path problem." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and the generic GLM5 issue do not match on bug mechanism." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn fallback gating are different regressions." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to trust_remote_code reload/path resolution bugs where the wrong custom module is loaded because the cache path is not uniquely isolated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 is unrelated to tied-weight handling on translation models." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same as the tied-weights regression." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to translation tied-weights behavior." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache strategy typo and documentation about removed run command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied weights on translation models are different problems." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message issues, but they target different checks and code paths." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different model families; same general area, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft edges are plausible duplicates based on closely aligned mechanisms, and the many false pairs are appropriately 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": 24, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:44292", + "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:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "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:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "1f20b86bb4438ed83852e685499dd300bcb7a3cb2e40fdf5b1c7c94d0c8663e2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37091, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers regression reports, with a small duplicate cluster around the v5 non-persistent buffer corruption bug plus a few separate duplicate pairs for tokenizer output, cache length, and Gemma4 quantized embedder dtype casting. I corrected the over-rejected 43644/43950 soft edge: that pair is not a duplicate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the clearest central report for the non-persistent-buffer regression: it states the underlying v5 corruption bug broadly, and the nearby reports 44534 and 45902 describe the same failure in more specific forms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative because it is the broadest and most concrete statement of the shared regression, and it has the strongest duplicate linkage within the buffer-corruption subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: Qwen3.5 SFT embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are model/loading bugs, but they point to different code paths and symptoms; no shared underlying defect is clear." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is a title-level rephrasing of the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is docs/example mismatch plus quantization failure and the other is an embedding quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "issue:43644 is about trust_remote_code missing fields in AutoConfig, while issue:43950 is about non-persistent buffers being corrupted; different defects." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different issues: custom compute_loss signature change vs Gemma3 DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes init kwarg vs missing Float8 storage object." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is a follow-up/duplicate report." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve dtype/precision, but the concrete failure modes and models differ substantially." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer-output regression in v5+, with 46489 describing a specific model manifestation of the broader issue." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache length contract bug: get_seq_length returns a tensor/device value instead of an int, breaking downstream arithmetic." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding quality issue; the other is a tokenizer-version change report for different models." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 results, but zero probabilities and worse text embeddings are not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer regression; 45902 is a specific uninitialized-memory manifestation after meta -> to_empty(cuda)." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failure modes; no same underlying bug is apparent." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but the reported defects are not concrete duplicates from the titles alone." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems: Flash Attention packed-sequence crash vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training inefficiencies: LoRA gradient checkpointing behavior vs int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_state KeyError is unrelated to the non-persistent buffer materialization bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failure modes; no same underlying bug is apparent." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Noise on loading vs a specific model-loading failure; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Again, loading noise is not the same as the specific model-loading failure reported here." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training/runtime shape error vs early-stopping metric lookup; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different performance problems in different training setups; no duplicate evidence." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/configuration failures: DeepSpeed ZeRO-3 loading vs FineGrainedFP8Config failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broader model-loading regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export failure for a model class vs bitsandbytes parameter constructor incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5 issue; no shared bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different failures on different models: glm-4v-9b load failure vs missing all_tied_weights_keys attribute." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: one soft-edge verdict is not grounded/conservative. The pair issue:43644 vs issue:43950 is a strong match on the packet titles alone (\u2018fills non-persistent buffers with junk\u2019 vs \u2018silently corrupts non-persistent buffers\u2019), but the analyst rejected it and even cited the wrong issue (\u201ctrust_remote_code field loss,\u201d which is issue:43643). That indicates a precision error in the verdict set, so the response should not be accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue: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: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:46894|issue:46897", + "issue:45759|issue:46661", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863" + ], + "prepared_review_unit_hash": "55af474a001c872118e86129c63e6e37e13044c3ad2b460b994422369c5e107d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 37092, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous transformer bug reports, not one tight duplicate cluster. Only a few soft pairs look like true duplicates or the same underlying regression.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set: recent transformers versions breaking remote_code models. It is the best general triage anchor among these mostly loader/tokenizer regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most general and reusable representative issue here, with the widest scope across model-loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: an MPS histogram/int dtype error in MoE vs a device-map forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both are tokenizer/attention-related, but the crash on Mistral regex patching and the flash-attn fallback blockage are different code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions are broad, but this specific Gemma4 device mismatch is a distinct failure mode." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` with `TOKENIZER_MAPPING_NAMES` is a model-registration bug, not the same as general remote_code loading breakage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA/tied embeddings, but one is cross-version incompatibility and the other is a warning/config issue during fine-tuning." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device-map mismatch are unrelated runtime errors." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code breakage and Kimi-K2.5 tokenizer codec regression are different bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same tokenizer API area, but `convert_ids_to_tokens` and `convert_tokens_to_ids` slowdowns are separate performance regressions." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenization, but they describe different regressions and do not clearly share one concrete failing code path." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale pipeline-task references after v5 pipeline removals." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility and YOLO multi-GPU device-map auto failure are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Near-identical training-loss double-shift bug reports; only the affected model family differs." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen config unwrapping and remote-code `config_class` AttributeError are different `AutoModel` failures." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a tied lm_head issue in Mistral3; the other is a from_pretrained buffer-loading regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` TypeError during model initialization/loading, with different surface contexts." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "`config_class` missing on remote-code models is a specific loader failure, not enough evidence to merge with the broader remote_code regression." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper loading failure and `_torch_extract_fbank_features()` are related to audio, but not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but weight-loading failure and gradient averaging with GAS are different issues." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/loading problems for different models; one is a bad error message, the other is a loading failure." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` in `compute_loss` and a mask/tensor shape mismatch are unrelated training errors." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA and missing `supports_gradient_checkpointing` on a trust_remote_code variant are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but for different model families and different root causes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both report Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with the same missing-weights symptom." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and inability to load cjvt/sleng-bert are different tokenizer issues." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient NaNs in RLHF and a flash_attention `s_aux=None` crash are distinct runtime problems." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The two mask-shape IndexErrors are similar in wording but not clearly the same underlying bug without more evidence." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both point to the same Qwen3/Qwen3.5 video-input regression in v5.3.0; `StopIteration` looks like one manifestation of the broader bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training `weight must be 2-D` and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` group-type crash and NemotronH checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft pairs look plausibly mergeable into single bugfix PRs without overstating certainty. The rejected pairs are also phrased conservatively." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "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:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "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:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:45672|issue:46899", + "issue:44877|issue:45030", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43317|issue:44756", + "issue:38175|issue:39692" + ], + "prepared_review_unit_hash": "47252df6e28e31ec3b716433e5b53f54b1d385e5b81f1fdd326ac09614ae0b86", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38366, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct bug reports with a few true duplicates: the custom-model init regression, a BertModel/ZeRO3 IndexError, and the Gemma4 4-bit multimodal dtype-cast bug. Most other high-similarity pairs are only loosely related by model family or subsystem.", + "confidence": 0.78, + "canonical_issue_reason": "43646 is the broadest, clearest statement of the custom-model initialization regression; 43645 is just the Jupyter-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the strongest standalone issue report here: concise, general, and clearly scoped to a single v5 regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated bugs: GGUF gpt-oss support vs Phi-tiny-MoE dtype mismatch under autocast." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different root cause; one is a ZeRO3/BertModel IndexError, the other is a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different model families and code paths: Qwen2.5-VL rope indexing vs Qwen3_5Moe rotary embedding materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Same broad family (Qwen3-MoE) but different changes: GGUF gpt-oss support vs sliding_window behavior." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The Bert/ZeRO3 IndexError is specific; the torch 2.4.1 issue is broader and not the same concrete bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma4-related, but one is an FSDP2 shared_kv_states bug and the other is a device_map forward mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared underlying bug; gpt-oss GGUF support is unrelated to the Float8 storage error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class vs a meta-device loading regression; not the same code path." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-input index errors are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 loading failure is not the same as the generic meta-device loading regression." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs Qwen3-vl embedding StopIteration." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache mechanics, but the concrete failures are different: packed 3D position_ids vs non-CUDA static-cache slice arithmetic." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression; 43645 is the notebook-specific case of 43646's broader bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated issues: Qwen3-vl video StopIteration vs an MPS histogram implementation gap for int tensors." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention position_ids misinterpretation." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug; a 3d_parallel.py runtime issue is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a specific attention/compiler regression, not a general torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both Qwen3.5-related but different failures: video StopIteration vs trl SFT embedding unpacking." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3-MoE FP8 failure are unrelated issues." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer-related, but Granite token-ID corruption and DeepSeek-Coder tokenizer output mismatch are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is not the same as a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different areas: tokenizer-mapping model registration vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes and likely different model stacks; video StopIteration is not the same as a mask-shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are too broad/ambiguous to be confident they are the same concrete bug." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal dtype-cast problem; 45672 is the audio-specific manifestation of 46899's broader bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation failures on different models; not the same underlying issue." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO3 BertModel IndexError and add-new-model-like/tokenizer-mapping behavior are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: BertModel ZeRO3 IndexError vs model-registration logic in add-new-model-like." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration failure and mask-shape IndexError are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3 MoE compatibility on hf5.x is not the same as BitNet packed-weight loading under accelerate." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading failure and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 model area, but one is bad output probabilities and the other is docs-example/model-processor/quantization errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Overall grounded and conservative. The accepted duplicate pairs are well supported by the titles, and most rejected pairs are safely distinct at the level of evidence in the packet. The summary is also broadly consistent with the issue set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43425", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "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:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "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:42491|issue:45292", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:41720|issue:44155" + ], + "prepared_review_unit_hash": "a0179525bdca418c4c057d3987fe8a3d05863697fb53bfef388bd2032ea05d03", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with one well-supported duplicate pair: the Transformers v5 non-persistent-buffer junk regression reported first in 43644 and again in 44534. The remaining soft pairs look like different bugs, models, or code paths.", + "confidence": 0.9, + "canonical_issue_reason": "43644 is the cleanest canonical issue because it is the earlier report of the same Transformers v5 non-persistent-buffer junk regression later repeated in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best representative issue since it is the earlier report of the same v5 non-persistent-buffer junk regression seen again in 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer junk regression; 44534 reads like a later duplicate report of 43644." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures: auto device mapping cudaErrorAssert vs Qwen3Moe FineGrainedFP8Config." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both mention Qwen/embedding-related problems, but the underlying bugs are different: LoRA hf4.x/hf5.x compatibility vs resize_token_embeddings behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated problems." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they refer to different checkpoints and no shared concrete cause is evident." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM5 versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are separate code paths." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is ignored during composite checkpoint loading while the other leaves config.dtype stale during from_config." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is ZeRO-3 weight loading and the other is incorrect visual-encoder key saving." + }, + { + "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": "Different tokenizer/loading issues for different models; no concrete same bug is shown." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a Jupyter custom-model initialization issue." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different resize/compatibility issues: LoRA hf4.x/hf5.x versus output_embeddings not updating." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example mismatch/quantization failure and the other is a nonsensical AutoModel/pipeline output bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE offloading/deepspeed training and GLM-4.7 model loading are different issues." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and offloading-with-quantization behavior are distinct." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer max_steps resume logic and SGD optimizer args not being used are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as the general int4 CUDA reserved-memory regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading problems: unit-test load failure versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA model incompatibility and t5gemma resize_token_embeddings not updating decoder embeddings are separate bugs." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 and sinq quantization save/load failures do not look like the same underlying bug." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they target different model implementations and no shared concrete code path is evident." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and likely different fixes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings complaints, but they affect different model classes and embedding targets." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor _tokenizer AttributeError are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loading bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a packed-sequence misinterpretation causing illegal memory access and the other is an AttributeError on s_aux=None." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Token vocab mismatch and a model-loading failure for a different checkpoint are not clearly the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/model issues and GLM5 are unrelated model families and bugs." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched inference token/embedding leakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:43644 \u2194 issue:44534 is well supported by the titles and chronology, and the overall cluster summary is conservative. However, the best_issue_reason overstates the packet evidence by calling 43644 \"specific\" and \"reproducible\"; those properties are not grounded in the provided packet. Please keep the justification limited to observable evidence (same v5 non-persistent-buffer junk regression, earlier report)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "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:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "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", + "issue:46894", + "issue:46901" + ], + "soft_pairs": [ + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:44079|issue:46829", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:46894|issue:46901", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828" + ], + "prepared_review_unit_hash": "d2c135535814c48156749523cf1db9333bd9690f6aa7b795e6f33cb1a9119c46", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37129, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it contains one clear duplicate chain around `resize_token_embeddings`/output embedding updates and one plausible duplicate pair around `lm_head` weight tying in multimodal generation models.", + "confidence": 0.74, + "canonical_issue_reason": "`issue:45292` is the broadest, most central formulation of the `resize_token_embeddings` bug and cleanly covers the more specific model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best cluster anchor because it states the underlying bug generically, while `issue:45276` and `issue:45335` read as model-specific manifestations.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Related Transformer model/config issues, but they describe different failures (`shared_kv_states` rebuild vs `text_config` unwrapping) and do not look like the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report the same underlying `lm_head` weight-tying failure in multimodal generative models, causing bad/garbage generation." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different failure modes: unexpected `_is_hf_initialized` argument vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output structures, but one is `ModelOutput` key assignment and the other is a video classifier returning the wrong tensor field." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated bugs: gradient checkpointing with PEFT LoRA vs an apex RMSNorm memory leak in T5." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading not working and the other is increased reserved memory under int4; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading bugs for different models and formats; too broad to be duplicates." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` is unrelated to Whisper pipeline `return_language` regression." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific problems: FSDP2 shared-kv handling vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "One is int4 quantization OOM, the other is disabling mmap on Strix Halo; same memory theme but different root causes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA ineffectiveness and the other about eval-mode usage." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different bugs: batched inference embedding leak vs device mismatch in Gemma4 PLE." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading issue is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "`SwitchTransformersConfig` sparse-layer creation and Gemma4 FSDP2 attention state are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings`/output-embedding bug; `45276` is a model-specific instance of the broader `45292` report." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is a broken official example; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different areas: video-input regression in Qwen VL models vs strict config loading for `granite_speech`." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to RLHF NaN/SDPA fallback behavior." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load `extra_state` handling and mmap OOM are distinct problems." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom models and serialization, but one is permissions propagation and the other is loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is a different code path from Gemma4 FSDP2 `shared_kv_states` rebuilding." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer behavior, but BPE-marker handling and `continue_final_message` are separate issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-load test failure for GLM-4.7 is unrelated to Qwen3.5 checkpoint-save regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug; one report is generic output embeddings, the other is the decoder.embed_tokens manifestation." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention a label-shift problem, but they are model-specific training-loss bugs without enough evidence of a single shared code path." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Dtype mismatch under autocast and meta-device loading failures are different problems." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/vocab issues for different models; not the same underlying defect." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage in notebooks and `resume_from_checkpoint` max-steps miscalculation are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Transformers 5.0 custom model initialization in Jupyter is distinct from save/from_pretrained `extra_state` handling." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage-type lookup error and Strix Halo mmap/OOM are separate runtime issues." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different compatibility/runtime problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the titles/body summaries: the `resize_token_embeddings` trio looks like one bug family, and the `lm_head` weight-tying issues read as a plausible shared defect. The rejected pairs generally have distinct failure modes and the analyst does not overstate those links." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "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" + ], + "soft_pairs": [ + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:44671|issue:44991", + "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:44991|issue:45081", + "issue:43299|issue:43931", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:45479|issue:46897", + "issue:44164|issue:46821", + "issue:44488|issue:44987", + "issue:44488|issue:45081" + ], + "prepared_review_unit_hash": "1ff7389feaec490cf5574cddfecfc2a6045e8cde51a8ffd93f8158c90648a867", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes several separate Transformers v5 regressions (tokenizers, model loading, multimodal, docs/perf) rather than one duplicate bug. None of the soft-edge pairs look like the same underlying issue; 45812 is only the best anchor because it is the clearest broad tokenizer regression.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45812 is the most concrete and broadly impactful regression here (AutoTokenizer producing wrong IDs across Granite models); the other issues are narrower, model-specific, or unrelated, so there is no better duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall representative because it is user-facing, reproducible, and spans multiple models rather than a single niche failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids vs encode/decode space-roundtrip behavior; different symptom and root cause." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is not the same bug as slow conversion for slow tokenizers with many added tokens." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and docs/tokenization version-change report are different failures." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are unrelated code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading failure and Jupyter custom-model initialization issue are distinct model-loading problems." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "torch>=2.9 flex_attention compilation failure is different from Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility and YOLO multi-GPU device_map issue are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch 2.10 incompatibility does not match the Mistral dtype mismatch report." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue and device_map auto mismatch affect different mechanisms." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage object and compile/template-node error are unrelated low-level failures." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same as a mask/tensor shape IndexError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of issue 38071 and linear_attention cache crash are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they refer to different pipeline/task documentation problems." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer load failure for EMBEDDIA/est-roberta are distinct." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 incorrect outputs and ModelOutput key assignment bug are separate code paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf_file from_pretrained breakage are unrelated loading errors." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are not the same as Perceiver interpolation/image-size failure." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/from_pretrained breakage and continue_final_message with mistral_common are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping for composite configs are distinct model-loading behaviors." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The reproduction of issue 38071 does not match the mistral_common continue_final_message bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure and _patch_mistral_regex backend_tokenizer crash are different tokenizer issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a MoE/version break and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device_map auto forward mismatch and Gemma4 4-bit multimodal dtype-cast breakage are separate failures." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification bug and ASR double-shift training bug are different training losses." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are unrelated performance/memory issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed Zero3/BertModel IndexError and torch>=2.9 flex_attention compilation failure are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Single-label classification zero-loss and Florence2 double-shift training bug are different model-specific training issues." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state persistence bug and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and Mistral regex patch crash are separate tokenizer/model-loading 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": 24, + "review_unit_index": 10, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:32090", + "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:43746", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:32090|issue:39404", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:42175|issue:46178", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "67c0462a66a9d3576ef6e68af830834b8f6dddc4d046c220eeb413043df50a1c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36422, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly distinct issues from different code paths. I only accept the audio feature-extraction pair as likely the same underlying bug; the rest are too broad or target different failures. No PRs are present.", + "confidence": 0.8, + "canonical_issue_reason": "issue:44206 is the clearest representative of the accepted duplicate pair: it states the concrete regression and failure mode, while issue:44220 is the more generic function-level symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44206 is the strongest issue candidate overall because it is specific, actionable, and names the exact broken path and crash condition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is about ignoring tokenizer.json and the other is a specific DeepSeek-Coder v1 output regression; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they describe different failures: model loading/base_model_prefix vs junk non-persistent buffers." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated bugs in different model components." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "A T5 tokenizer method-name conflict is unrelated to a Qwen3Moe FP8 configuration failure." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model structure/loading, but CLIP text model inconsistency and Sam3 text-encoder weight loading are different defects." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is not the same as a template-compilation error." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are separate code paths and symptoms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration logic and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but one is XLNet CPU tensor creation and the other is Qwen3.5-MoE rotary embedding CPU offload support." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache linear_attention crash are different problems." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading regressions; nothing indicates the same underlying failure." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same as runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen models, but the FP8 config failure and the linear_attention cache crash are distinct issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure and non-template-node compilation failure are different compiler/runtime bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 breakages, but one is about buffers and the other about custom model initialization." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but pip extras omitting TensorFlow and a missing tensorflow_text BACKENDS_MAPPING entry are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failures are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image fine-tuning failure and mistral_common continue_final_message behavior are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction failure path; 44206 gives the concrete symptom and 44220 names the underlying helper function." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and failure to load a specific BERT model are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different failures." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token attribute conflict is not the same as Jupyter custom-model initialization breakage." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related, but one is a general gguf_file API break and the other is a specific Qwen2.5-GGUF loading regression; not clearly the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantization loading and Qwen2.5-GGUF loading failures are different code paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "A template compilation error and an invalid method call in GraniteMoEHybrid are not the same issue." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask output mismatch are separate bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter loading from local checkpoints and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44987", + "accept": false, + "reason": "Ignoring tokenizer.json and failing to load a specific model are different tokenizer-loading issues with no clear shared root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are grounded in the packet and stay conservative overall. The only accepted soft pair, issue:44206/issue:44220, is a plausible same-bug audio feature-extraction cluster; the rest are reasonably treated as distinct failure modes. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "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:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:45084|issue:46869", + "issue:43646|issue:44534", + "issue:43792|issue:46869", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:44008|issue:46899", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531" + ], + "prepared_review_unit_hash": "eb13255cc4c0658f56b466cf5dccd2136c40c38f91ad817a8d72634286d492a7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly a heterogeneous mix of unrelated regression reports. I would only accept the Qwen3.5 save_pretrained pair as a likely duplicate; the Qwen video/rope-index pair is too speculative from titles alone and should be kept separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the broadest representative issue in the set: it is a user-facing Qwen VL regression report spanning multiple variants, making it the best overall issue anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative issue overall because it has the broadest regression framing and the clearest cross-model impact among the issues in this packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Template compilation failure vs YOLO multi-GPU device-map failure are unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage and non-persistent buffer serialization are different code paths." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO auto device-map failure are unrelated model bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Tied-weights attribute error and tokenizer load failure are not the same defect." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Model-loading noise and tokenizer regex crash are different issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init breakage and junk buffer behavior are separate regressions." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen3.5 bug surface and different underlying symptom: hidden states vs rope-index scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different multimodal/audio correctness bugs with unrelated failure modes." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying in a model class and save_pretrained serialization inconsistency are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache return-type mismatch are distinct problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure and Mistral regex patch crash are unrelated tokenizer bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 inference corruption and OmDet processor size mismatch affect different subsystems." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch compatibility, but FP8 config failure and init_empty_weights argument handling are different bugs." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen updating are unrelated Trainer issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 quantization dtype cast are different multimodal bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method conflict and MobileLLM key error are unrelated loading errors." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer loading failure are distinct tokenizer defects." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export support issue and processor image-size mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Float8/quantization involvement is too broad; config failure and storage deserialization are not the same bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache length contract mismatch are different issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load crash and Qwen3OmniMoe video ValueError are unrelated multimodal bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen area, but titles point to different concrete bugs: a broad video-input regression across several models versus a still-image temporal position_ids scaling issue in Qwen2.5-VL." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 init-flag breakage and TimesFM window_size AttributeError are unrelated compatibility issues." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer conflict and YOLO auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and granite_speech config strictness are different model/config problems." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint-content regression; the later report is a more specific continuation." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and convert_tokens_to_ids performance regression are different defects." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility and loading noise are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but one soft-edge acceptance is too speculative for the packet: issue:44479 vs issue:45325 is not clearly the same bug from the titles alone. 44479 is a broader video-input regression across several Qwen models, while 45325 is a still-image temporal position_ids scaling issue in Qwen2.5-VL. They may be related, but the evidence here does not firmly support a duplicate verdict. The Qwen3.5 save_pretrained pair looks more grounded, but the overstatement on the first pair makes the overall output too aggressive for a precision review." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "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", + "issue:46909" + ], + "soft_pairs": [ + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:43716|issue:46899", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:45538", + "issue:41553|issue:43582", + "issue:43421|issue:44568", + "issue:43531|issue:44291", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:44509|issue:46909", + "issue:43296|issue:46821" + ], + "prepared_review_unit_hash": "2add4e729103df5147c008fb44b4d8011d2c20e4bc1c2999e51b68ff86b98507", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35740, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers issues; the proposed soft pairs share only broad topical similarity (often just \"tokenizer\", \"v5\", or a model family) and do not look like the same underlying bug. No soft edge should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45812 is the strongest representative: it is a concrete, silent, high-impact tokenizer regression with broad model-family impact and inbound references, making it more central than the narrower or more idiosyncratic reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most actionable and broadly relevant issue in the set, with the clearest regression framing and the widest apparent blast radius.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different failures in different subsystems: feature extraction vs compiled flex_attention on torch 2.9." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about loading models with base_model_prefix and the other about non-persistent buffers being filled incorrectly." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but different bugs: iterable-dataset multi-image finetuning vs still-image rope/position id scaling." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they involve different models and different code paths." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Different problems: noisy loading logs vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Related to gradient checkpointing, but one is eval-mode behavior and the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Completely different issues: an initialization flag regression vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Whisper model runtime failure vs missing Float8 storage type." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both concern VL training, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: perplexity regression on a language model vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different v5-related errors in different code paths: init_empty_weights argument mismatch vs Float8 storage lookup." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling and an accuracy regression after upgrade are not the same underlying bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are model-loading issues, but they affect different models and distinct missing-attribute paths." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training failures with no shared code-path evidence." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "One is ModelOutput key assignment, the other is a Gemma4 FSDP2 attention bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "One is GGUF model loading, the other is CLIPTokenizer max length configuration." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "No meaningful overlap: tokenizer error messaging vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is backend post-processor updates and the other is a model-specific BOS/EOS regression." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different issues: Qwen3-MoE sliding window logic vs init_empty_weights argument handling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Separate regressions: _is_hf_initialized flag handling vs non-persistent buffer initialization." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow packaging, but one is missing backend inclusion and the other is undefined backend behavior with tensorboard-only installs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different areas entirely: device-mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer problems, but one is ignoring tokenizer.json and the other is wrong Granite token IDs; not enough evidence they are the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Distinct problems: device_map offload loading vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and buffer initialization regressions are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related only at a very broad level; different docs and different concrete issues." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different model/loading failures with no shared underlying code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "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" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43611|issue:43646", + "issue:43818|issue:46402", + "issue:44829|issue:45479", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "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:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "0084545d1a6808bb9ebad1ad6ce92e752ff6ceba0fda657e6556b7fb20e02a82", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate; the list is a collection of unrelated bugs/regressions across different models and APIs. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue is a safe canonical anchor: the items span unrelated code paths, and the similar-looking pairs still differ in concrete failure mode or subsystem.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a global duplicate target; the set is too heterogeneous to collapse into one representative bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different models and different failures: padding-mask batching mismatch vs NaN embeddings in sliding-window attention." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but the concrete bugs differ: loading with base_model_prefix vs custom model initialization." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated models and root causes: Video-LLaVA tower/weights issue vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both touch training behavior, but one is flash_attention_3 regression and the other is a single-label classification loss edge case." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different domains entirely: pip backend dependency packaging vs vLLM loading failure for a specific model." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different internals: non-persistent buffer serialization junk vs ModelOutput key assignment behavior." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs in different models: Video-LLaVA architecture/weights vs Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: torch.export with torch_compilable_check vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but not clearly the same bug: JAX/HF discrepancy vs nonsensical AutoModel/pipeline results." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal Qwen models, but one is finetuning with multiple images and the other is video position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen2.5-VL rope/position-id scaling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related family, but one is still-image temporal scaling and the other is video vision_position_ids; not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model config tie bug and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different loading/runtime failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on Qwen2.5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: unexpected _is_hf_initialized argument with init_empty_weights vs strict config rejection for granite_speech." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior is unrelated to tokenizer changes across versions." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different tasks and failure modes: perplexity on WikiText-2 vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and root causes: Qwen video-input regression vs Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading problems: glm-4v-9b vs cjvt/sleng-bert." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head weight tying and Bamba SDPA torch.compile failures are different code-path issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are unrelated 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": 24, + "review_unit_index": 14, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:44265", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "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:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43454|issue:43720", + "issue:42617|issue:42915", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43749|issue:44534", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:43881|issue:44991", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:44186|issue:45072", + "issue:26413|issue:28530" + ], + "prepared_review_unit_hash": "35325942fcf57d23909e65a8c14f36af221084b8ab1b7a0ea32ba3f72e260db1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37352, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, loading-, or quantization-specific bugs that only share Transformers/v5 vocabulary. None of the soft pairs look like the same concrete bug/change, so no merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the closest thing to an umbrella item because it is the broadest open report with multiple references around offloading/quantization, but it still does not actually cover the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative by breadth and discussion/activity, though it should not be treated as a true duplicate for most of these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash vs torch.export export failure; different components and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map/placement, but one is a Qwen3 cuda assert and the other is Gemma4 PLE forward device mismatch; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batched-output masking issue in MIMI encoder vs image processor output-size mismatch; unrelated code paths." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one vs tokenizer performance regression; different behavior entirely." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion under accelerate/deepspeed vs missing gradient_checkpointing flag on trust_remote_code; not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific BOS/EOS addition bug for one tokenizer vs incorrect token IDs across many tokenizers; too broad and different." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling vs FP8 inference failure on B200; unrelated subsystems." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight serialization bug vs dtype mismatch in bfloat16 inference; different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch vs TimesFM window_size AttributeError; no shared bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched MIMI padding-mask issue vs Perceiver interpolation failure; different models and causes." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on one model/data pair vs gradient checkpointing ineffective with LoRA; not same underlying problem." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying/serialization vs packed-weight unpacking during accelerate loading; related theme but different defect." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure vs Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading complaint; not one concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs failure to unwrap text_config for composite Qwen configs; both config-related but distinct." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading bug vs non-persistent buffers filled with junk; different regressions." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault vs sinq quantized save/load breakage; unrelated failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model-load failures: Qwen3 device-map cuda assert vs Llava Next segfault." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss keyword vs inability to run 3d_parallel.py; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys attribute on Molmo; different areas." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM vs apex RMSNorm memory leak; both memory-related but different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map cuda assert vs Qwen3.5 flash-attention generation issue; same family name but different code paths and symptoms." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure for glm-4v-9b vs tokenizer loading regression for est-roberta; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature break vs Qwen3Moe FP8 config failure; not duplicates." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained regressions, but one is lm_head weight serialization and the other is incorrect visual encoder keys; not the same underlying change." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug vs tokenization behavior changing across versions; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech vs tokenizer loading regression; different problems." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs missing text encoder weight loading in Sam3Model; same model family but not the same defect." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/data setup vs version-dependent tokenization differences; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Device-map cuda assert vs 3d_parallel.py execution failure; no concrete overlap." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batching vs dtype mismatch in bfloat16 inference; different subsystems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure vs early stopping missing metric warning; unrelated trainer behaviors." + } + ] + }, + "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": 24, + "review_unit_index": 15, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "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:43873|issue:44756", + "issue:43550|issue:43720", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:44734|issue:46858", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "4db0c37074c2e644c00637adcf2ab01913b221fbf5843580c8a56ecdbad418a9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose semantic cluster of mostly unrelated Transformers bugs across offloading/quantization, cache handling, tokenizers, multimodal processors, and model-specific regressions; the soft pairs share broad subsystem vocabulary but not the same underlying defect.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the broadest and most connected item in the set (multiple inbound references, active discussion) and best represents the recurring offloading/quantization theme present in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest cluster representative because it is central, active, and general enough to anchor the offloading/device-mapping subset without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offloading, but one is quantization-offload behavior and the other is mmap/OOM on Strix Halo; different failure modes and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both touch compiled/loading paths, but Bamba SDPA compile failure and BitNet packed-weight unpacking are distinct code paths and bugs." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related generation bugs, but one is missing beam-search reorder hooks for specific models and the other is a static-cache device-tensor arithmetic issue." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is incorrect Trainer step calculation when resuming with a changed batch size." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention regressions/behavior changes after version upgrades, but one is processor/tokenizer API breakage and the other is a tokenization output change problem." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "These are unrelated: one is an MPS histogram kernel limitation in MoE, the other is a TimesFM configuration attribute error." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve device/offload execution, but Bamba torch.compile+SDPA and Bark CPU offload mismatch are separate model/runtime failures." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/tokenizer preprocessing bugs, but LayoutLMv2 NER/padding crashes and OmDet input-size mismatch are different processors and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both are about model loading/initialization behavior, but one is custom model init broken by v5 and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model-specific save/load semantics, but one is tied lm_head weights and the other is incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both concern loading failures, but Qwen3MoE FineGrainedFP8 failure and dequantized model offload loading are different quantization/loading problems." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision input-shape issues, but OmDet's fixed-size processor/model mismatch is not the same as Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache continuation, but serve KV-cache indexing and _prefill static-cache length arithmetic are separate bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An import error for GenerationMixin and a failure to run 3d_parallel.py are unrelated issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal processor crashes, but they stem from different missing attributes and code paths." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated model/configuration issues." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement in multimodal models, but Gemma 3n variable-name collision and Gemma4 PLE device mismatch are different forward-pass defects." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision for trust_remote_code, the other is permission propagation in save_pretrained; different filesystem behaviors." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention generation/compiled execution, but chunked generation inconsistencies and static-cache slice arithmetic failures are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are model parallelization/device-map issues, but Qwen3 auto device mapping crash and GPT-OSS tensor parallel failure are distinct problems." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated training concerns." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are Qwen3-related generation/model bugs, but CamemBERT MLM predictions and recurrent-state reset in modular_qwen3_5 are different models and defects." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated model configuration bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3MoE FP8 failure and import-time kernels version/revision requirement are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 device-map CUDA assert are separate API/runtime issues." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes in LayoutLMv2 and MLuke are both tokenization-related, but they affect different tokenizers and failure conditions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b load failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload issue are different configuration serialization 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": 24, + "review_unit_index": 16, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "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:43425|issue:46821", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451" + ], + "prepared_review_unit_hash": "848822f64d8b753320def3ae6e3294fd5c60dd77c0feb6fec1849a6a8ce701f6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft links are mostly title-similarity matches across unrelated bugs rather than true duplicates. No PRs are present.", + "confidence": 0.24, + "canonical_issue_reason": "No issue cleanly represents the whole cluster, but issue:43644 is the closest broad regression-style report and the best umbrella candidate among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43644 is the strongest standalone representative because it is a general Transformers 5.x regression report and is closest to the only near-duplicate-style topic in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility and a TimesFM window_size AttributeError are unrelated failures." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation faults are different code paths and symptoms." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both involve tokenizers, but one is slow/fast behavior inconsistency and the other is a T5 add_special_tokens load conflict." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Qwen3VL weight_only loading are distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA on Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory growth and tokenization changes are not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 apex RMSNorm memory leak are separate issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation map processing and BarkProcessor voice_preset handling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and unpacking packed weights during accelerate loading are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and removed pipeline-task docs are not duplicates." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "A Transformers 5 buffer-initialization regression and from_pretrained-in-classes behavior differ in scope and cause." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and composite config unwrapping are separate configuration bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-token code paths are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering truncation and SAM3 text/bounding-box behavior are different domains." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crashing on missing _tokenizer and streaming chat/completions failure are distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Same broad area, but offload device mismatch is not the same as tokenizer special-token registration." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token counting and progressive generation with embeds/past KV are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM window_size errors are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice preset and Qwen3 device mapping failures are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video processing in Qwen3OmniMoe and static-cache seq_length tensor arithmetic are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are separate fixes." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder save keys and missing text encoder weights are different multimodal serialization/load bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window configuration and missing Float8 storage are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init allowance and Qwen3.5 num_labels propagation are unrelated model-config issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "They both touch loading/init, but one is a buffer junk regression and the other is inconsistent from_pretrained behavior inside classes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict and ScandiBERT tokenizer loading failure are distinct tokenizer 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": 24, + "review_unit_index": 17, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:43421|issue:43653", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:30064|issue:36010", + "issue:44995|issue:46858", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:39692|issue:43873", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "7f43ec35a62d90410576b36a1fc4c8d52bf3e587481404f25a72fabb3b7bd1e5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "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 Transformer bugs. Only one soft edge looks like a true duplicate pair: the Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash. Everything else is adjacent by subsystem or model family, but not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44545 is the best canonical issue: it is the clearer, later report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash, with the strongest evidence of being the duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the best representative issue for the only confirmed duplicate pair in the set; its title is precise and it captures the concrete failing code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both are vision/model bugs, but they involve different models and different failure modes (Perceiver position encoding vs dtype mismatch in SwitchTransformers/TimmWrapperModel)." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both relate to loading/image processing, but one is a model-load regression and the other is an unwanted torchvision dependency in PIL backends; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification config/labels, but one is missing num_labels propagation in Qwen3.5 and the other is degenerate zero loss across many models; different concrete issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated problems with different triggers and code paths." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tied word embeddings during LoRA fine-tuning; the other is a save_pretrained bug in multimodal visual encoder keys." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision model/processor mismatches, but they involve different models and different defects (SigLIP2 docs example vs OmDet-Turbo resolution mismatch)." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "One is a video processor padding-calculation bug; the other is a performance regression in long-context generation with FA2." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch tokenization/special-token handling, but one is runtime post-processor updates and the other is save/load of custom token IDs; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "A CUDA assert during Qwen3 auto device mapping is unrelated to T5 silently using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are load/save related, but they affect different model families and different mechanics (PEFT local checkpoint loading vs sinq quantized model round-trip)." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline tokenization behavior, but 44843 is a specific unconditional model_info() call in _patch_mistral_regex; 42886 is broader cache-loading failure and not clearly the same code path." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 Apex memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model variant." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unpacking Qwen3.5 input embeddings in TRL SFT and trainer.evaluate() failing after trainer.train() are different trainer/model lifecycle bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False. The titles describe the same failing path." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen 3.5/3.6 config unwrapping and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates are broader than BigBirdTokenizer mask-token registration; same area, but not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family (SigLIP2) but different concrete problems: docs example/model-processor mismatch and quantization error vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness with use_cache is unrelated to a T5 decoder-input error-message bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different multimodal loading/positioning bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both concern tokenizers, but one is runtime special-token/post-processor behavior and the other is LayoutLMv2 NER batching/padding crashes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/state, but one is a stale indexer cache in GlmMoeDsa and the other is a device-tensor seq-length issue in static cache prefill." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer/mistral-regex behavior, but one is an AttributeError in fix_mistral_regex and the other is a codec-handling regression with a warning issue; not clearly the same bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer regression and a list_repo_files revision-forwarding CI break are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading failure and DAC.from_latents missing STE mismatch are different model internals." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/model mismatch and quantization/offloading behavior are not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The single accepted duplicate pair, issue:44514 / issue:44545, is well-supported by the nearly identical titles and shared failing path. The rest of the soft edges are reasonably rejected as adjacent-but-distinct bugs rather than the same defect." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:45381", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:45987|issue:46829", + "issue:46829|issue:46832", + "issue:43295|issue:45834", + "issue:43550|issue:44361", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43596|issue:44220", + "issue:45381|issue:46693", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:44008|issue:46858", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:45987|issue:46932", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:34634|issue:36010" + ], + "prepared_review_unit_hash": "11bd03183ea3f09b4c8f24600cf7a89b54b464c87132bbefb68c693f343d3f71", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: almost all pairs are unrelated despite superficial similarity. I found no strong duplicate PRs, and only a weak shared theme around tokenizer loading/regression issues, but not enough to merge any pair as the same bug. The closest representative issue is the Mistral regex/loading regression report.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #44843 is the closest cluster representative because it names the shared _patch_mistral_regex loading path and is the broadest root-cause style report among the few tokenizer-loading related items.", + "canonical_pr_reason": null, + "best_issue_reason": "#44843 is the most useful single issue to keep as the representative report; it is generic enough to cover the shared tokenizer-regression surface better than the more specific follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache.get_seq_length contract bug vs VideoPrism hidden-state/output-field bug; unrelated components and failure modes." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Video classifier output-field mismatch vs RT-DETR forward TypeError; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR long-input index error; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs MLukeTokenizer AttributeError; different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile bug vs DiaConfig save/load token-ID regression; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument bug vs tokenizer loading failure for a different model; not the same underlying issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error vs audio fbank feature extraction issue; different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; not duplicate." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 video chat-template token/feature mismatch; different defects." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs AutoConfig trust_remote_code missing-fields regression; unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision vs StaticCache seq-length device-tensor bug; different failure sources." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression vs inconsistent from_pretrained behavior inside Python classes; similar area, different bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "_torch_extract_fbank_features problem vs add-new-model-like/TOKENIZER_MAPPING_NAMES issue; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs DAC.from_latents mismatch; different models and logic." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Perceiver non-default-resolution failure; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq-length contract bug vs Gemma4 quantized embedder dtype-casting fix; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert vs tokenizer loading failure for est-roberta; different problems." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing failure vs CustomTrainer compute_loss signature regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 output differences; different model/output issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields vs strict granite_speech config rejection; both config-related but distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA bug vs DAC latent reconstruction mismatch; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer selection bug; different models and logic." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; related helper, different bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading issue vs template-node compilation error; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer loading failure; different tokenizer paths." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation example errors vs Kosmos2.5 OCR index error; not the same underlying bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch vs CamemBERT masked-LM prediction regression; different model behaviors." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3.5 video-template mismatch vs Gemma3n audio-mask variable collision; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset issue vs GenerationMixin import error; different failures entirely." + } + ] + }, + "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": 24, + "review_unit_index": 19, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:29159", + "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:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "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:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:46294|issue:46463", + "issue:28218|issue:29159", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "b3ac402a8f816192d3680f2ac0a5ddb415d1779fb170b7b8fd110fc14fcb8a7b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly separate regressions across tokenization, model loading, dtype/device handling, video inputs, and pipeline removals. The soft links are mostly thematic rather than true duplicates, so I would not merge any of them.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here and best represents the recurring 'recent transformers versions break models using remote_code' regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most central, high-level issue in this set and is the best candidate to anchor discussion of the broader v5 regression class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different loading failures: junk non-persistent buffers vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription behavior and Kosmos2.5 long-OCR indexing are unrelated bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and single-label classification zero-loss are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch is not the same failure as bfloat16 dtype mismatch." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS int histogram error are unrelated runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is a different bug than dtype mismatch in inference." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL load-time weight_only error and flash-attention generation failure are distinct." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric batching label truncation is unrelated to Mamba2 use_cache correctness." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression and long OCR index error are different model/input problems." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging and SigLIP2 bad outputs do not share the same root cause." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and kernels-version import failure are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "AppleSilicon warmup TypeError is not the same as stale config dtype after from_config." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing bugs are different." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor refresh at runtime and Whisper batch_decode token skipping are separate issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is one specific remote_code breakage cause; 45020 is a broader umbrella report, not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor dtype mismatch and Gemma3n variable-name collision are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and missing tp_plan entries are different model-loading defects." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video-template mismatch and T5 decoder validation messaging are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Extra-space after added token is a specific tokenizer bug; slow/fast inconsistency is broader and not the same defect." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same as train-then-evaluate failure." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are different issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and qwen2.5-vl vision_position_ids regression are distinct." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message problem; the other is docs still referencing removed pipeline APIs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading bugs." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization and from_pretrained-inside-classes inconsistency are not the same failure." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related only broadly, not a shared concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype persistence and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video token/template mismatch and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention pipeline removals, but one concerns a runtime error message and the other docs references; 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": 24, + "review_unit_index": 20, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:34634", + "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:34634|issue:36331", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43452|issue:44991", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "2a8cdb0420b7eb9454abccdbc7964a29f2d197da5e6741569667f56b4edbcfff", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly broad-similarity false positives across unrelated loading, tokenizer, processor, training, and backend bugs. No pair looks safely mergeable as the same concrete fix.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest, most upstream-facing regression report in the set and the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best overall representative because it captures a broad class of recent version breakages, unlike the many one-off model-specific reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: missing TensorFlow in a torch install vs a Mistral tokenizer backend attribute error." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated code paths: BarkProcessor voice_preset vs Trainer.compute_loss kwarg handling." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot vision embedding and the other is quantized dtype casting; different bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access in modeling_utils is a different issue from the CLIP text model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both concern image processing, but one is over-padding and the other is patch-count calculation for Aria resolution logic." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different VL model bugs: weight_only loading error vs rope-index temporal scaling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are separate code paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different model classes and failures: Mistral tokenizer backend_tokenizer vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP crashes on CUDA." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma4 import failure due to ReasoningEffort and mistral_common continue_final_message are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is not the same as MXFP4 quantization fallback." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but one is a MobileLLM key error and the other is a broad remote_code regression; not the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch helpers in multimodal token counting is unrelated to stale auto_mappings references." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are different failures." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file from_pretrained breakage is a different loading path than tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but the concrete model behavior differs: incorrect layer-wise tie warning vs repeated tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "reduce_labels truncation and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to multimodal video token counting." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is unrelated to an FP8 inference failure on B200." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness are different subsystems and bugs." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error and custom trainer loss signature mismatch do not share a code path." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent mismatch and DiaConfig token-ID persistence are separate model/config issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is not the same as notebook-based custom model initialization breakage." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL/torchvision dependency handling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow extra and kernels v0.15 version/revision requirement are different packaging/import problems." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed zero3 index error with Bert initialization is not the same as evaluate() failing after train()." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion 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": 24, + "review_unit_index": 21, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43525", + "issue:43540", + "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:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43720|issue:44610", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43606|issue:45859", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "1e1af46286dc716501d66a8dc063fe39651bc4e5ad806d6e4c811830570e96e6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35419, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These candidates are mostly unrelated issues that only share broad themes like loading, quantization, video, or tokenizer behavior. I found no strong duplicate pair worth merging; all soft edges should be rejected. For a representative issue, I\u2019d pick the broad FSDP loading bug as the most central/infrastructure-like item in the set.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43749 is the most broadly relevant infrastructure bug here (FSDP / RAM-efficient loading), with substantial discussion and inbound references, so it is the best representative issue in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest single issue to anchor the cluster because it is central, high-impact, and more likely than the others to summarize a reusable bug pattern across loading/runtime paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and failure modes: accelerate loading of packed BitNet weights vs image processor input-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "One is a documentation/example problem; the other is a model quantization/loading regression. No shared bug path." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different runtime behavior: unit-test model loading vs flash-attention generation regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local checkpoint loading bug vs Whisper batch_decode token-skipping behavior; unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model construction, but the concrete bugs differ: missing fields from AutoConfig vs unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to a GPT-oss CUDA OOM." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both mention vision models and 224px, but one is zero probabilities and the other is a processor/model input-size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but the causes are different: int4 quantization reserved-memory regression vs a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model-loading failures: missing MOE weight conversion vs weight-shape mismatch in Qwen3-VL." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different functions and different bugs; not the same underlying issue." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helper variables in multimodal token counting vs incorrect batched video processor output shape are distinct bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and different loading/quantization failures." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related to video inputs, but one is undefined variables in token counting and the other is a broader video-input regression; not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting vs GPT-oss perplexity are unrelated issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: init_empty_weights argument incompatibility vs PIL image processors needing torchvision." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No real bug overlap; one is a low-signal issue title and the other is an isolated reproduction of a different issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is FSDP loading and the other is mmap on Strix Halo; different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "A model quantization/load failure is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer behavior inconsistency vs TrainerState token counter not updating; different components and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both touch CPU offload, but they affect different models and different code paths." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to GPT-oss MXFP4 fallback behavior." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing ImportError vs Bart generate() decoder_attention_mask initialization bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and different failure modes: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 config missing pad_token_id is unrelated to pipelines import failing on kernels version/revision requirements." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Two separate tokenizer regressions affecting different models and different mechanics (special-token insertion vs codec handling/warning behavior)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 22, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44792", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:43454|issue:43577", + "issue:28282|issue:34689", + "issue:45538|issue:46869", + "issue:44857|issue:46832", + "issue:43425|issue:46291", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:44479|issue:46693", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:42175|issue:44488", + "issue:44568|issue:45488", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "5081faae3b861fb498f7a8892a575ac45ae8c727f3785c16d73a40f04987e539", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36026, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated; the soft-similarity pairs do not look like true duplicates or the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the strongest standalone representative here: it has the most discussion, inbound references, and a clear, concrete regression affecting tokenizer behavior in a widely used model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different failures in different subsystems: model loading for one specific repo vs CLIPTokenizer max-length handling." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is about untied lm_head weights in Mistral3; the other is a dtype-loading problem in Blip2. Different bugs and code paths." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic AutoModel PyTorch import error vs a specific Llama 3.2 Vision loading regression; not the same issue." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length misconfiguration is unrelated to YOLO multi-GPU device_map auto failures." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are detection-model crashes, but one is an AMP/float16 loss crash and the other is a forward-shape mismatch; different underlying bugs." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels' version/revision requirement are separate dependency problems." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift in v5 vs incorrect save_pretrained visual encoder keys for Qwen3.5 are different code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but one is a missing tie in Mistral3 generation and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and a PEFT version bump are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow missing from a torch extra install is unrelated to a missing Qwen2.5-VL symbol import error." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import detection failure and a LayoutLMv3 box-content error are distinct problems." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg TypeError is not clearly the same as a model-specific tokenizer load failure; too little evidence to merge." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression in several Qwen models vs FA2 long-context performance regression are different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key loading error and init_empty_weights unexpected argument are separate loading-path bugs." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is weights staying float32 in Blip2; the other is stale config.dtype after from_config. Similar theme, different bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading are different features and failures." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and AutoModel PyTorch import errors are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files not forwarding revision are different API issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video-processing ValueError are different runtime paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to a specific model loading failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens not adding BOS/EOS and the other is LlamaTokenizer overriding ByteLevel with Metaspace; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failure modes; no evidence they share the same 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": 24, + "review_unit_index": 23, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "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:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "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:43540|issue:44560", + "issue:44291|issue:44821", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:45672|issue:45674", + "issue:43716|issue:46701", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:24643|issue:29870", + "issue:44737|issue:46463", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:43697|issue:46829", + "issue:43540|issue:46693", + "issue:45663|issue:46846" + ], + "prepared_review_unit_hash": "3a9b83811481ae97741d0252c9bfb9b6190be9d8c600e3494ed809971add1f34", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36780, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the soft pairs share broad themes like model loading, tokenizers, vision/video regressions, or dtype issues, but they do not describe the same concrete bug/change. I found no true duplicate pair to accept.", + "confidence": 0.89, + "canonical_issue_reason": "No actual duplicate subcluster stands out; issue 44479 is the broadest representative because it describes a clear, multi-model Qwen video regression and overlaps most with the other Qwen video-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most representative/central issue in this set: it has the clearest user-facing regression, spans multiple related Qwen models, and is the closest match to the few video-input soft-similarity candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures, but they affect different model families and report different exceptions/code paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "One is about init_empty_weights and an unexpected argument; the other is about loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen video regressions, but 44479 is a broader multi-model v5.3.0 regression while 45381 is a specific vision_position_ids bug for Qwen2.5-VL." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure modes; one is SigLIP2 zero probabilities, the other is Perceiver resolution/interpolation handling." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video inputs, but they target different model lines and symptoms, so they are not clearly the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer API-related, but one is token counting state not updating and the other is a compute_loss signature incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different issues: MoE weight conversion vs RoPE layer dropping." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they are unrelated bugs with different tokenizers and exceptions." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression versus a Mistral tokenizer patch crash; no shared code-path bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both fail on load, but one is a config/key error and the other is a storage-type lookup problem during quantized loading." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Completely different domains: Apple Silicon warmup helper vs TimesFM window_size attribute handling." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary-related code, but they are different models and different failure mechanisms." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-related models and different rotary/position-id logic bugs." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but one drops BOS/EOS on add_special_tokens and the other strips a leading space on round-trip." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency-version bump problem and a stale auto_mappings CI break are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with AutoImageProcessor URL loading." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/BitsAndBytes-adjacent, but they are distinct bugs in different validation/quantization paths." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal models and different problems: dtype mismatch versus pipeline wiring/output handling." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype mismatches, but they occur in different architectures and likely different conversion paths." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of one issue is not the same as a broken official example for a different model." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Completely different training-time errors: DeepSpeed weight shape vs Bart generate decoder_attention_mask initialization." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug versus a T5 decoder-input validation error; unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of a specific bug; the other is a generation performance regression." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and different failure types: Gemma4 device mismatch vs T5 error messaging." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is about gguf_file handling in auto classes and the other is a specific model load regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config propagation/strictness, but they are separate model-specific loading bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different symptoms: output drift in RTDetrV2 vs wrong hidden_states field in VideoPrism." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance or video/generation contexts only at a high level; they are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Both are Gemma/Qwen-related training issues, but one is a shared_kv_states FSDP2 KeyError and the other is missing TP plan entries." + } + ] + }, + "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": 24, + "review_unit_index": 24, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "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:45588", + "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:44913|issue:46121", + "issue:45357|issue:45920", + "issue:44737|issue:45588", + "issue:28282|issue:32090", + "issue:46463|issue:46899", + "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:43761|issue:46829", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "c3210018bdf04ae55241dc8d4ed39341365d0abfe6db5dfc0ee7c4edb1a1e72b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false duplicates: they share some surface similarity, but each issue points to a different model, backend, or code path. No PRs are present in this cluster.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the strongest representative issue here because it describes a concrete, broad regression with clear user impact across multiple models and is the most actionable tokenizer-related report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best standalone issue to anchor the cluster: it has the widest scope, a clear symptom, and the most general regression framing among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different bugs: one is GPTNeoX config reload losing rotary_pct, the other is rope-validation type handling for JSON-loaded lists." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve Qwen/AutoTokenizer save/load behavior, but one is about incorrect visual encoder keys in save_pretrained while the other is a broader wrong-token-ID regression across many models." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: XLNet CPU device placement in relative positional encoding vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: missing PyTorch ImportError for AutoModel vs Trainer GPU broadcast TypeError on NoneType." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder input validation error message vs Gemma4 quantized multimodal embedder dtype-cast failure." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Distinct regressions: RTDetrV2 output differences in v5 vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sequence-classification zero-loss behavior across multiple models." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is not the same as Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is a config-serialization problem; Qwen3_5MoeVisionConfig missing deepstack_visual_indexes is a different model schema omission." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting vs T5 decoder-input error-message issue; different models and different behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights/serialization, but one is model-device-dependent lm_head.weight serialization while the other is translation-model tied-weight issues in v5; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Different outputs/fields: CLIPVisionModel hidden_states=None regression vs VideoPrism returning last_hidden_state in hidden_states." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate tokenizer-loading failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantized model save/load corruption are different serialization/quantization issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train are different training/loading paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer, but one is gguf_file breaking tokenizer/model loading and the other is an offline-mode break caused by an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probabilities is a model output bug; processor.tokenizer/image passthrough regression is a processor API compatibility issue." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING being broken." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch with missing STE is a generation/codec bug, not the Whisper batch_decode skip_special_tokens issue." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline are not the same as Perceiver interpolation failure at non-default resolution." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a config attribute bug; DiffusionGemmaGenerationOutput pipeline failure is a pipeline/integration issue." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch TypeError is not the same as Gemma4 quantized embedders dtype casting; different models and failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor ImportError from mistral_common is unrelated to Windows ROCm/PyTorch torch.distributed dependency issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard without TensorFlow causing backend errors is a different backend-detection problem from an undefined BACKENDS_MAPPING tensorflow_text error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around processor/tokenizer behavior, but one is processor.tokenizer/image handling in v4.57.5 and the other is Kimi-K2.5 tokenizer codec + warning behavior; 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": 24, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "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" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:29159|issue:33357", + "issue:42898|issue:46491", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:44484|issue:44704", + "issue:43688|issue:45701", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43720|issue:43927" + ], + "prepared_review_unit_hash": "e66ae832e617c56edf9afb30d61cec655754c394707ddf7612adbaac095594b3", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad: the items span unrelated tokenizer, model-loading, generation, and device/runtime regressions. None of the soft edges look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-MoE sliding-window behavior vs a key error loading MobileLLM." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error in a CLIP model; no shared code-path bug." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is general cleanup-space behavior and the other is CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Remote-code config field loss vs FSDP CPU RAM efficient loading; unrelated failure paths." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different loading issues for different models: Smollm3 RoPE-layer metadata vs Sam3 text encoder weights not loaded." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both hit tokenizer loading, but offline model_info() access and EMBEDDIA tokenizer regression are separate causes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug in MoE models vs T5 apex RMSNorm memory leak; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token handling differs: BigBird mask token registration vs DiaConfig custom token IDs being dropped on save/load." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage vs BLIP2 dtype propagation bug; different subsystems." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state, but compiled-forward chunked generation and Qwen3.5 recurrent-state reset are different defects." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; not the same issue." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Both mention transformers behavior changes, but auxiliary-loss normalization and tokenization changes are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but one is Gemma3 sliding-window GPU embeddings and the other is classification head init/checkout." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different code paths." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss bug vs DeepseekV3MoE divergence from remote implementation; not the same concrete defect." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs GenerationMixin import error; no overlap in bug mechanism." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is different from Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both affect save/load, but tied-weight serialization and sinq quantization restore are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve vs beam-search cache reorder omission across model classes; not mergeable into one fix." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness bug vs FA2 long-context performance regression; different symptoms and fixes." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading failure vs BitNet packed-weight unpacking during accelerate loading; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit preset loading bug vs Bamba torch.compile/SDPA failure; different model/runtime paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation failure; not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A800 auto device mapping cudaErrorAssert is unrelated to compiled-forward chunked generation output mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 breakage, but missing config fields and removed is_torch_fx_available are distinct failure causes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading bug vs MPS attention correctness issue; no shared fix." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug and DiaConfig custom-token-ID loss are different loading 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": 24, + "review_unit_index": 26, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43611", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43611|issue:46846", + "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:45823|issue:46050", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:43278|issue:43701", + "issue:44568|issue:46489" + ], + "prepared_review_unit_hash": "f2d3dc61849554faed68a55faa1844a299188802800985746eeafce21f596af7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions, model-specific bugs, or docs/config issues. None of the soft pairs look like true duplicates, so there is no strong canonical artifact here.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated tokenizer, loading, config, training, and performance problems, so the cluster appears noisy rather than duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the broadest user-facing regression in the set because it breaks core `from_pretrained` loading for both tokenizers and causal LMs, making it the closest thing to a cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: one is a `base_model_prefix` loading regression, the other is a Qwen3.5 TP-plan omission causing OOM/shape errors." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: multi-GPU training on Qwen2-VL vs a `compute_loss` signature mismatch in a custom trainer." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different failure modes and models: CPU offload device mismatch vs lost custom token IDs after save/load." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated model-loading legacy-field bug vs processor output size mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different regressions: dtype drift in eval vs auxiliary-loss normalization error." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "One is a `from_pretrained` weight-only load error; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Different processor/chat-template bugs: wrong default sampling rate vs regression accessing `processor.tokenizer` and image inputs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: packed-weight loading in BitNet vs tokenizer attribute error in MLuke." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but the triggers differ: batched padding=False crash vs tool-call assistant message with no content." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different issues: model loading failure vs an unreleased `MIN_PEFT_VERSION` bump." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated: SigLIP2 implementation discrepancy vs pipeline error-message wording for translation tasks." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar shape, but not the same bug: missing `pad_token_id` in Llama4 vs missing `pad_token_idx` in StableLm." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: flash-attention generation bug vs FP8 inference failure on B200." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Completely unrelated: MPS attention correctness issue vs Trainer import conflict with `datasets`." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: Qwen3.5 `num_labels` propagation vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Broad loading regressions, but not the same bug: `gguf_file` breaks core APIs while ScandiBERT load failure is model-specific." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated: tokenizer spacing after added token vs a MacOS bus error in CLIP loading." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different device/load paths: Gemma4 PLE device mismatch vs quantized-model save/load breakage." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different concerns: SigLIP2 output quality bug vs `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different classes of bug: model discrepancy vs DeepSpeed ZeRO-3 gradient growth regression." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same as a processor API regression in custom multimodal code." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different training regressions: eval dtype change vs gradient explosion under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Different issues: custom model init regression vs device-dependent `lm_head.weight` serialization inconsistency." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are version regressions, but one is FP8 inference on B200 and the other is accuracy drift in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: Qwen3.5 hidden-state bug vs FP8/B200 inference failure." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely unrelated issues: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different regressions: eval dtype mismatch vs resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5+, but they affect different models and symptoms; 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": 1, + "component_count": 24, + "review_unit_index": 27, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44488|issue:44843", + "issue:43927|issue:44361", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:46821|issue:46832", + "issue:43334|issue:45759", + "issue:43606|issue:44112", + "issue:44493|issue:46285", + "issue:46399|issue:46846", + "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:29942|issue:30333", + "issue:45200|issue:45229", + "issue:44869|issue:46752", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "ec0015bb900241ff3903c9a084430762ddeb5321780f32bb2e2b19d63b7fc68e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and largely heterogeneous: the items span unrelated model-loading, tokenizer/config, quantization/offload, and CI failures. No soft duplicate edges look safe to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster does not share one underlying bug, so any single issue would be a misleading representative.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the paired artifacts describe different code paths and different models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a specific model load failure while the other is an offline-mode hub lookup bug; different underlying causes." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are runtime errors, but they affect different tokenizers/configs and different failure points; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure and a PEFT version pin problem are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both mention token IDs, but one is mDeBERTa add_special_tokens behavior and the other is a Granite tokenizer regression; different model-specific issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import error for Qwen2.5-VL and a Float8 storage lookup error are distinct failures." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and a dependency version bump are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output behavior and incorrect visual encoder save keys are different Qwen3.5 bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading and Bark CPU offload device mismatch are unrelated code paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MOE loading regressions, but they hit different model variants and different load paths; not close enough to merge." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing config fields (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import key errors are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limits and an accuracy regression after upgrade are not the same problem." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size handling and RT-DETR feature-level forwarding are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal/composite configs, but one is a missing `pad_token_id` attribute and the other is `text_config` unwrapping; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A CPU offload device mismatch and a stale CI test in GraniteSpeech are different issues." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models is not the same as CLIP text model structure divergence." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration failure and missing TP-plan entries are different Qwen3.5 code paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing config field in StableLm and an unexpected `_is_hf_initialized` argument during empty-weight init are different regressions." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit pretrained-load legacy-field handling and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches and RT-DETR feature-level handling are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is not the same as cache-length behavior for quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 generation config validation and DiffusionGemma pipeline failure are different problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offload behavior and broken quantized save/load are adjacent themes but distinct bugs and code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after a failed job are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting `mm_token_type_ids` and multi-GPU CUDA OOM are different Gemma 4 issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding and empty chat-template input handling are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 incorrect outputs and unexpected position-id keys are different model/loading 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": 24, + "review_unit_index": 28, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "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:43572|issue:46821", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:29870|issue:29942", + "issue:43550|issue:43844", + "issue:45520|issue:46178" + ], + "prepared_review_unit_hash": "a1bfb3f3dbd255cfe753cdc4c90a6afaefc3b5d670be9289920943da80e2a0bd", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36165, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports that only look superficially similar by keywords or subsystem; none of the soft pairs describe the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a multi-GPU CUDA OOM and the other is a device-mapping/forward mismatch; different failure modes and likely different fixes." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention None-handling crash vs. quantization save/load breakage are unrelated code paths and bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss CUDA OOM are clearly unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer _gpu_broadcast_one NoneType error involve different subsystems and symptoms." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Both mention generation, but one is a flash-attention bug for Qwen3.5 and the other is an image-text pipeline issue for DiffusionGemma; not the same code path." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile/template-node error and flash_attn import KeyError are different import/compile failures with no shared underlying fix." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. SAM3 litetext memory overflow are different model-specific issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims and a PyTorch version check for flex_attention import are not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal continuous-batching attribute error and the other is KV-cache tensor indexing; different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and DeepSeek accuracy regression after upgrade are not the same defect." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter JSON list handling are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and model accuracy regression are distinct issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch inference failures and Wav2Vec2 save_pretrained/tokenization failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and video batch shape bug are different multimodal processing problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention helper import error and meta-device model loading breakage are different initialization issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Sink-less flash_attention crash and missing text_config unwrapping are separate issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading issue do not share the same root cause." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are both tokenizer bugs, but they affect different APIs and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated config bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are different model/processor issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch during forward and return_tensors being ignored are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart decoder_attention_mask generate error and Flash Attention 2 test failures are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and gradient growth with ZeRO-3 are unrelated training/runtime issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 and BACKENDS_MAPPING error for tensorflow_text are different backend-import 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": 24, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45563", + "issue:45823", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43450|issue:43575", + "issue:45200|issue:45823", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44466|issue:45127", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:44737|issue:46894", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:45200|issue:46899", + "issue:43819|issue:44112" + ], + "prepared_review_unit_hash": "1f4b239159cb4061508dd94b9ce729c22d9cc9becfa3c41eb9bb1632115f63a1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35590, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate soft pairs are near-theme matches at best, but none appear to describe the same underlying bug or change closely enough to merge as duplicates. The set is mostly a collection of distinct model, tokenizer, processor, and import regressions.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46932 is the strongest standalone canonical candidate: it is open, narrowly scoped to a concrete Gemma4 quantized-embedder dtype bug, and explicitly references a related prior report, making it the clearest representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46932 is the best issue for triage because it is specific, actionable, and already framed as part of the same bug family as a prior report, whereas most others here are unrelated one-off regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different subsystems and failure modes: batched video processor output shape vs OOM when loading a large Qwen2-57B model with tensor parallelism." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is about mm_token_type_ids defaulting for text-only fine-tuning and the other is a device-mismatch forward pass bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Unrelated bugs: a missing pad_token_idx in StableLmConfig versus a transformers version load failure for a physical-intelligence model." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Different code paths: MPS attention correctness with mismatched head dims vs tokenizer codec handling and warning behavior in Kimi-K2.5." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules; they do not indicate the same underlying breakage." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A local-path trailing-slash import warning is unrelated to a SigLIP2 implementation discrepancy against JAX." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs syncing after sync_gpus is a different bug from Qwen3.5 output_hidden_states handling." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom processor.tokenizer access regression is unrelated to the SigLIP2 model-vs-JAX discrepancy." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "They both mention tied weights, but one is serialization inconsistency by device and the other is LoRA merge collapse with extended vocab; too different to treat as the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "A broken SigLIP2 docs example is unrelated to return_tensors being ignored when text_kwargs is explicitly passed." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token registration bug and a stale CI test in GraniteSpeech are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization during resize are different tokenizer/model weight issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift between train/eval is not the same as Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU allocation bug and CohereASR training-loss double-shift bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and a Qwen2_5_VL import error are different failures in different components." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for Qwen2_5_VLForConditionalGeneration is unrelated to DeepSeek tokenizer detokenization regression." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Silent corruption of non-persistent buffers during from_pretrained is a different bug from CLIP text model structural inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading failures in from_pretrained are unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different model configs and likely different missing-config paths; not enough evidence of one shared bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape errors are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2Conformer is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4 multimodal issues, but one is a missing zeros default for mm_token_type_ids and the other is unsafe dtype casting in quantized embedders." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed janus image-generation test and a stale paged-generate warning are not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "These both touch Gemma4 multimodal processing, but one concerns token type defaults for fine-tuning while the other is a 4-bit quantization dtype-cast bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure 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": 24, + "review_unit_index": 30, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "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:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43388|issue:43526", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:46424|issue:46858", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:46512|issue:46821", + "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:43550|issue:44112", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "8097215f3680fd54850a80440d9c8c616267c0e9980554dacb978fd6b5af23fa", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These look like a noisy mix of unrelated Transformers issues, not a duplicate cluster. The soft pairs mostly share broad themes like v5 regressions, model loading, or model-specific failures, but not the same underlying bug or mergeable fix.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44561 is the best representative because it is a concrete, broadly impactful v5 compatibility regression tied to a specific removed utility and affects trust_remote_code models; among the set, it is one of the most central API-breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the most broadly representative and actionable issue in the set, with a clear runtime regression and wider compatibility impact than the narrower model- or docs-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different model families and failure modes: Perceiver resolution handling vs RT-DETR memory cleanup." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated bugs in different code paths: BEiT label reduction vs processor argument handling." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal config bugs: defaulting mm_token_type_ids vs rope index scaling for video/image positions." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they target different pages and different API changes; not the same bug/change." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Separate model-specific defects: SwitchTransformers config construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both concern missing utilities in import_utils, but they are distinct symbols and distinct breakages." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different utilities and symptoms: gather_for_metrics batch truncation vs BEiT image processor label reduction." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Both involve helper functions, but they affect different models and different logic paths." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model losses and different root causes; not the same underlying bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Input-size mismatch in OmDet-Turbo vs AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is a config option bug and the other is a device-tensor length arithmetic bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different composite-model loading issues: unwrapping text_config vs CLIP text model structure inconsistency." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency problems, but on different platforms and with different causes: flash_attn key vs torch.distributed on Windows ROCm." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different configuration/state bugs: stale dtype after from_config vs missing window_size support." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions: feature extractor center argument crash vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Separate symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory release." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different components: SwitchTransformers sparse layer creation vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention version incompatibility, but one is a missing private helper import and the other is a broader torch 2.10 incompatibility report." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures in unrelated areas: Flash Attention 2 tests vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a runtime model/compile bug, the other is a CI test flake from stale device override; not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing import error on setup vs MacOS bus error with CLIP; no shared underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading problems, but they stem from different model architectures and incompatible checkpoints, not one shared defect." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/SwitchTransformers bugs with different legacy fields and config behavior." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 decorator parsing issue vs qwen3_omni_moe helper behavior; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behavior regressions: Pegasus output drift across versions vs Qwen3_5 recurrent-state reset." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch during eval vs pipeline error-message wording; different layers and different fixes." + } + ] + }, + "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": 24, + "review_unit_index": 31, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43526", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44514|issue:44521", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:46431|issue:46566", + "issue:45127|issue:45245", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "4a39681ea45ef9157c38c9ef46cc48940a212c59f12a0f4f5dc8d8bd6fd3d250", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36457, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most pairs are only superficially similar (same subsystem or keyword overlap) but describe different bugs. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression (45310/45478).", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the clearest canonical because issue:45478 has the same title and appears to be the same Qwen3.5 MoE from_pretrained failure report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair; the rest of the cluster is unrelated noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related breakages, but they are different missing symbols in different modules and do not look like the same fix." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model bugs: sparse-layer construction in SwitchTransformers vs a helper-lengths behavior issue in qwen3_omni_moe." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: LayoutLMv3 error-message clarity vs a Trainer GPU broadcast NoneType crash." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Same broad area of model/runtime bugs, but the concrete failures and code paths are different." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific logic bugs with no clear shared underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading vs a GraniteSpeech CI device override issue are separate failures." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is zero assistant masks; not clearly the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one is a tool-call/no-content crash and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage and embedding reinitialization are distinct issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different components and failure modes: flash_attention sink handling vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash import warning is not the same as failing to load GLM-4.7-Flash in tests." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template vs weights staying on meta with device_map=auto are unrelated loader problems." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Extended-vocabulary LoRA collapse and category-count overflow are unrelated bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports of the same Qwen3.5 MoE from_pretrained error; same title and same failure mode." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model output regressions for different models and symptoms." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch and unexpected position-id keys are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss are different code paths." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch-iterator failure is not the same as FineWeb SLM training not starting." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer GPU broadcast NoneType crash are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import_utils availability helper are different issues." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch and qwen3_omni_moe feature-length behavior are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation issues and unexpected position-id keys do not share the same underlying defect." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A NoneType GPU broadcast error is unrelated to the MacOS bus error on CLIP model loading." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tp OOM are different failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP crash in a loss module and dtype mismatches in inference are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion and trust_remote_code breakage from removed helper are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the only accepted soft pair is the exact-title duplicate 45310/45478, and the remaining verdicts stay conservative by distinguishing clearly different failure modes despite superficial keyword overlap. No unsupported mergeability claims or overstatements stand out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 32, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:29870|issue:33290", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:37428|issue:42175", + "issue:44857|issue:45588", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:44561|issue:44779", + "issue:44448|issue:44466", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:43278|issue:43575", + "issue:44871|issue:44977" + ], + "prepared_review_unit_hash": "fa7dd04e8e8ee740388812340f3e97272bde4e5ff5b80c17ad90d0342faa52e6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37078, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the candidate edges link unrelated bugs across models, tokenizers, flash-attention, caching, save/load, and training. I would not merge any of the soft pairs as duplicates. If a single issue must represent the cluster, issue 43873 is the most active/open thread, but the set does not form a coherent duplicate group.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most active open issue with inbound references, so it is the best single representative if one must be chosen; however, it is not a true canonical duplicate for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA vs a qwen3_omni_moe helper bug." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated problems: Flash Attention 2 support for XLMRoberta vs a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as post_init reinitializing embeddings after resize." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to unexpected position-id keys in model configs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is distinct from Trainer GPU broadcast NoneType handling." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Mixed precision dtype drift during eval is unrelated to undefined video-token helper variables." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is a different bug from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across multiple models is not the same as return_tensors being ignored with text_kwargs." + }, + { + "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": "DistilBert German model issue and torch.jit GeneratorExp export failure are different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation mask bug does not match deepspeed Adafactor OOM behavior." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 decorator parsing/import error is not the same as a missing decorator in Qwen3.5 registration." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is config token IDs and the other is custom module resolution; different bugs." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat-template crash is unrelated to SmolVLM video padding calculation." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import breakage is unrelated to missing tensorflow in the torch extra install." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP crash and flash_attention.py s_aux=None crash are different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same underlying issue as deepspeed Adafactor OOM." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/compile, but one is spurious recompilation and the other is device-tensor slice arithmetic in _prefill." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are different v5 breakages." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output mismatch and lm_head.weight serialization differ in symptom and code path." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading problems are not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast NoneType errors." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote code." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43526", + "right": "issue:43575", + "accept": false, + "reason": "BeitImageProcessorFast label handling is unrelated to Qwen2-57B-A14B TP load OOM." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different bug classes: eos_token_id config mismatch vs flash-attention generation failure." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Related area but not duplicate: cache initialization recompilation vs cache seq-length tensor arithmetic." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different affected components: remote-code helper removal vs tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype change is unrelated to TP load OOM on a large Qwen model." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer/config eos_token mismatch is not the same as flash-attention generation 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": 24, + "review_unit_index": 33, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:29127|issue:34567", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:45372|issue:45588", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "516e587abf1b6f8dd4c01af481b89c0e0cd3d460d6f6c6def614f6f1a13e8468", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate pairs are convincing enough to accept; the set is highly heterogeneous and the overlaps are mostly broad subsystem similarity rather than the same concrete bug. I picked one broadly scoped loading/tokenizer regression as the issue representative.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44462 is a clear, user-facing core library regression with a concrete failure mode in the tokenizer loading path, making it a reasonable representative for this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the strongest stand-in here because it describes a precise, broadly relevant loading bug rather than a model-specific or highly incidental failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and resume-from-checkpoint key mismatch are unrelated bugs with different code paths and symptoms." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model is unrelated to SigLIP2 documentation/example errors and quantization failure." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are different failure modes, likely different root causes." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are separate runtime issues in different paths." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updates are unrelated concerns." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except bug in Fuyu tensor conversion are different issues despite both touching tokenization code." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer/model-specific problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes do not match the Wav2Vec2 save/tokenization bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading breakage and rope-validation list handling are separate configuration/loading bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder_attention_mask initialization and Llama 3.2 model loading regression are different code paths and failures." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "ReasoningEffort import failure during Gemma 4 processor loading is unrelated to the flash-attention s_aux=None crash." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are both quantization-related but not the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer misconfiguration and DeepseekV3MoE divergence from remote implementation are different model correctness issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different image/model pipeline bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video-input regression are unrelated regressions." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export guard/erfinv support and flash-attention s_aux crash are distinct failures." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor loading import error and Gemma4Processor missing _tokenizer in serve are different bugs in different call paths." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings on mixed-length batches and long-context FA2 performance regression are related to attention, but not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization breakage." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are completely different issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline results do not share the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and resume_from_checkpoint key mismatch are different failure modes." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related, but they are different loading/configuration bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific correctness issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning for local paths ending with a slash and gradient-checkpointing eval-mode 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": 24, + "review_unit_index": 34, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "3688a3d9d1cb5618fe1ebbfe14562c0e2ae1390254f89072922030b94d61f2d0", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35729, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated transformer bug reports that only share broad vocabulary (e.g. model family names, quantization, flash-attention). I found no pair that clearly describes the same underlying bug or change, so no soft-edge merges are justified.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy open report, so it is the best general anchor for this mixed cluster even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central-looking issue by activity and inbound references, and its title is generic enough to serve as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems and failure modes: LayoutLMv3 error messaging vs token-embedding reinitialization." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a mistral_common import failure; the other hides tokenizer decode errors when protobuf is missing." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory reclamation are different code paths and symptoms." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is a deletion/GC leak and the other is a load-time overflow for a different model." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are distinct problems." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as Whisper empty-transcription handling." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR long-input index error do not match." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure differs from Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "An import error for a specific class is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image-processor label reduction is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to LayoutLMv3 error clarity." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash-attention support and DeepSpeed Adafactor OOM are different issues." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2, but the evidence is too thin to confirm the same underlying change or bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and different failure mechanisms despite both involving loading/runtime issues." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization are separate bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT label reduction and LayoutLMv2 tokenizer crashes are not the same defect." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "A JSON list handling TypeError in rope validation is unrelated to a missing decorator for kernel registration." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink-less-model crash and stale auto_mappings references are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading issues are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template padding crash is not the same as incorrect vision_position_ids in video input." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage and patchtsmixer post_init policy are not the same issue." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "A flash-attention generation issue is not the same as the categories-limit RuntimeError." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode token skipping are separate behaviors." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are different models and failures." + }, + { + "left": "issue:45459", + "right": "issue:45584", + "accept": false, + "reason": "Hidden tokenizer errors from protobuf handling are unrelated to Whisper empty transcription after token alignment." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing import and generic dependency issue are not the same underlying defect." + }, + { + "left": "issue:45412", + "right": "issue:45491", + "accept": false, + "reason": "RT-DETR memory leak and Gemma3 NaN embeddings from sliding-window attention 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": 24, + "review_unit_index": 35, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "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:43316|issue:43525", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:46829|issue:46932", + "issue:44190|issue:44496", + "issue:44987|issue:46178", + "issue:43761|issue:44188", + "issue:44442|issue:45803", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42907|issue:45698" + ], + "prepared_review_unit_hash": "db36ae5feb084e106b2712641857d4fe2b5cbd09a3dc9f90ce3ea1df50ab1775", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports spanning different models, loaders, processors, and utilities. None of the soft-similarity pairs look like the same underlying issue or a mergeable duplicate PR.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the strongest representative: it has the most discussion/inbound references and describes a broad, clearly actionable save/load regression affecting custom modules.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best global issue choice because it is active, well-scoped, and broadly relevant to model loading behavior rather than a narrowly model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different failure modes in different audio/image preprocessing paths; no shared bug mechanism." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to recurrent-state reset in modular Qwen code." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is not the same as DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading failure are separate code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging omission and missing import_utils symbol are unrelated packaging/import issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to BART generation mask initialization." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but they concern different models and different missing fields." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model implementation parity issue vs documentation reference cleanup; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Token conversion bug and hub API forwarding bug are different utilities with different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and video-input regression are unrelated model-specific problems." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "RoPE temporal \u0564\u056b\u0580 handling in Qwen VL is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are distinct issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are unrelated runtime failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression affect different config machinery." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are separate loading problems." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen composite-config unwrap bug are not the same behavior." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field bug and Gemma4 quantized embedder dtype casting are unrelated model changes." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure and unrecognized model config error do not share a concrete cause." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure for one repo and backend mapping error for tensorflow_text are different root causes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are separate code paths." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer class loading failure is unrelated to Fuyu's broad except swallowing errors." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Missing hidden_states output and ModelOutput key assignment bug are different output-handling defects." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape mismatch while loading a model and incorrect save_pretrained checkpoint serialization are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update bug and metrics label truncation are separate trainer/generation behaviors." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated training/runtime issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module are different save/load 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": 24, + "review_unit_index": 36, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46894", + "issue:46932" + ], + "soft_pairs": [ + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43575|issue:43742", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:44464|issue:46421", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:44242|issue:46894", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44610|issue:46369", + "issue:43761|issue:46932", + "issue:45542|issue:46234" + ], + "prepared_review_unit_hash": "0b87a04bc1c8d038a1e0549fe2d18d08cc762a764d6e36baaa3b92b2ea47c864", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; the soft pairs describe different bugs or feature requests across unrelated code paths, so no duplicate edges should be accepted.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43825 is the clearest self-contained, user-facing bug with the strongest discussion/reference signal, so it is the best representative issue in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43825 is the most actionable and well-scoped issue here, with a concrete failure mode and external references, making it the strongest issue candidate overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: a 3D parallel script failure vs model loading OOM on a specific Qwen checkpoint." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLM-R is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "One is a load/OOM report; the other is a key error while loading MobileLLM." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are different code paths." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to a missing PyTorch import error." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and kernels dependency/version validation are distinct import issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to an incorrect pipeline translation error message." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token configuration are separate bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token mismatch is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/caching, but they target different failures: incorrect outputs vs spurious recompilation." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 dtype mismatch in image preprocessing." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend extras issue is unrelated to a config API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement and non-persistent buffer corruption are different model initialization bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token configuration does not match the sinq save/load quantization regression." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload behavior are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu is unrelated to importing Trainer after uninstalling datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading failures are different from an unrecognized model/config.json error." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load balancing loss omission in MoE is unrelated to a training-loss double-shift bug in CohereASR." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is separate from a FlashAttention failure in Ministral-3." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision for remote code and max_cache_length handling are unrelated cache issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in Fuyu and Windows/ROCm import dependency problems are not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder issue with no substantive bug is unrelated to Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input size mismatch and sam3-litetext memory overflow are different failures." + }, + { + "left": "issue:43761", + "right": "issue:46932", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend packaging problem is unrelated to a missing utility function in import_utils." + } + ] + }, + "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": 24, + "review_unit_index": 37, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45406", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43504|issue:45698", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:43352|issue:46640", + "issue:43065|issue:44617", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:45072|issue:46932", + "issue:44855|issue:45588", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:43827|issue:43994", + "issue:43673|issue:46421", + "issue:43931|issue:44060" + ], + "prepared_review_unit_hash": "14beddeb4a08f2502ab50da078201d7389b452833cdb1e414864637f63069617", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs are mostly topical neighbors rather than true duplicates. None of the listed pairs look like the same concrete bug/change. The most representative issue is the open, high-discussion custom-module loading bug (#45698).", + "confidence": 0.28, + "canonical_issue_reason": "#45698 is the broadest and most substantive report here: it concerns core from_pretrained/save_pretrained behavior, has the most discussion, and is still open.", + "canonical_pr_reason": null, + "best_issue_reason": "#45698 is the best single issue to represent the cluster because it is detailed, central to model loading correctness, and more generally actionable than the other largely unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different bugs: one is a Beit semantic segmentation preset/legacy-field load failure, the other is custom-module resolution after save_pretrained." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different code paths: video input processing in Qwen3OmniMoe vs batched chat-template handling in Qwen2_5_VLProcessor." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: StableLmConfig missing pad_token_idx vs backend validation rejecting tensorflow_text." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Not the same bug; #43352 is explicit lack of FA2 support for a model, while #46640 is a separate generic Flash Attention 2 issue." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Different SAM3 problems: dummy Conv2d implementation vs CUDA out-of-memory." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is not the same as auto_mappings referencing removed configs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failing Janus generation test is not the same as Qwen3.5 flash-attention generation misbehavior." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training issues: gather_for_metrics label truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different mechanisms: LoRA merge collapse with tied embeddings vs missing mm_token_type_ids defaulting." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but the concrete bugs differ: missing GenerationMixin cache vs recurrent states resetting in modular_qwen3_5.py." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM3/video pipeline failures: wrong processor lookup vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading problems: local dataset support in a training script vs loading a specific multimodal model." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config bugs: missing pad_token_id in Llama4Config vs sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding reinitialization after resize is unrelated to warning behavior when a local model path ends with a slash." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different state/serialization issues: non-persistent buffers filled with junk vs rotary_pct resetting on reload." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve-time crashes: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated: LlamaConfig head_dim validation vs Swin2SR image padding behavior." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code/cache, but one is a cache-path collision for local leaf names and the other is a FileNotFoundError from cache loading; not the same concrete bug." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype issues in different models/subsystems; not mergeable as one fix." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Completely different failures: Python 3.13 decorator parsing vs flash-attention crash on s_aux=None." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count runtime error is unrelated to cache.get_seq_length returning a device tensor." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different inference bugs: Whisper timestamp decoding vs RT-DETR feature-level/backbone-output mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs cleanup after pipeline removals; the other is a model/pipeline correctness issue for SigLIP2." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/chunked prefill, but one is missing cache state in v5.0.0 and the other is lazy cache initialization causing recompilation." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different model-loading failures: Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + } + ] + }, + "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": 24, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46897" + ], + "soft_pairs": [ + "issue:44242|issue:46897", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43976|issue:44855", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:44617|issue:46369", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:44462|issue:45907", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:45276|issue:45584", + "issue:44938|issue:45542" + ], + "prepared_review_unit_hash": "28953c0020b4a3d4f446094d86c8fbed95d71956e8b90f0a1ae05b0ef1a8b576", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35534, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single issues. The only plausible duplicate pair is the DeepSeek tokenizer regression reports (#44779 and #46489), which appear to describe the same v5 tokenizer breakage from different angles.", + "confidence": 0.89, + "canonical_issue_reason": "#44779 is the broader, cleaner root report: it describes the tokenizer regression generically across DeepSeek models and is easier to use as the umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#44779 best represents the cluster because it states the underlying regression most generally and can absorb the more specific DeepSeek-Coder v1 follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both are loss-related bugs, but they affect different models and different failure modes; not the same underlying change." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder mask error and embedding reinitialization on resize are unrelated code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "One is a SAM3Video OOM issue; the other is a Whisper empty-transcription crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both concern model/config persistence, but one is junk non-persistent buffers and the other is rotary_pct not round-tripping." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version-related, but one is a package compatibility problem and the other is a JIT parsing/IndentationError bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generation warning and an empty-transcription crash are different defects." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure and local dataset loading are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but the specific validation problems are different." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video vision-position bug and Sam3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and KV-cache continuation crash are different generation/serving bugs." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and dataset loading are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor size mismatch are different model bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked generation inconsistency and a stale warning are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/quantization example issues are unrelated to image classification dataset loading." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/extended vocab collapse and incorrect visual encoder save keys are different serialization/training bugs." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they point to different processors and different bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures in adjacent areas, but the root causes differ." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same family name, but OOM in Sam3Video and memory overflow in Sam3-LiteText are not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in transformers v5+, with #46489 explicitly described as a gap in the fix from PR #44801." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating outputs are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository-access bugs." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Chat-template tool-call crash and empty-list IndexError are different input-shape failures." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Swin2SR over-padding are unrelated processor bugs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding-resize propagation and Whisper alignment crash are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard-only install are unrelated compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet, and the only accepted pair (#44779/#46489) is conservatively justified by the issue titles and the explicit reference to a gap in the prior fix. The other soft-edge verdicts stay appropriately cautious 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": 24, + "review_unit_index": 39, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45381", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:25251|issue:29870", + "issue:44521|issue:45381", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:45632|issue:46234", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44016|issue:44220", + "issue:45083|issue:46506" + ], + "prepared_review_unit_hash": "bd356bf16addd9fa4de061ec43e7f31ea0d3bfba1060550b1f69f2013ba19430", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bugs across pipelines, model loading, cache, imports, tokenization, and multimodal processing. None of the proposed soft pairs looks like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items are too diverse and the soft pairs are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative only because it is active and has the strongest discussion/inbound signals, but it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different subsystems and failures: XLNet CPU device placement vs Fuyu exception handling." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Unrelated code paths: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different bugs: pipeline output nesting vs BART generate decoder_attention_mask initialization." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is video position IDs; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache internals, but one is a missing cache in chunked prefill and the other is device-tensor arithmetic in static cache." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing is not the same as unsafe sys.modules access; related area, but distinct problem." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache collisions and a missing import_utils symbol are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a model-loading regression, the other is stale auto_mappings references breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading issues, but one is trust_remote_code field loss and the other is missing model_type in a model config." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support and token-embedding resize reinitialization are different features and bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging dependency omission and a generic dependency issue are not the same underlying defect." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-parameter conversion type handling are different code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different export problems." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing exports for different names in different modules; not a duplicate bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to embedding resizing initialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in a model class and incorrect checkpoint saving are separate regressions." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access and CPU/CUDA divergence in PPDocLayoutV3 are different issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup vs notebook syntax error; no common bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings entries are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder text issue and fbank feature extraction bug do not match." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache in generation and the other is max_cache_length semantics." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a specific model-loading failure are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma resize_token_embeddings behavior are different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to feature extraction behavior." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3 Omni MoE feature-length helper behavior and PPDocLayoutV3 CPU/CUDA divergence 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": 24, + "review_unit_index": 40, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39692", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45042", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43479|issue:45375", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:44496|issue:45759", + "issue:43824|issue:44933", + "issue:43441|issue:45588", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:46082|issue:46399", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650" + ], + "prepared_review_unit_hash": "a41a1c8ae2a62a74466d4d7e416ce271a952f422c1d02278617ef93ec52b9a5e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36345, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very loose: the items span unrelated regressions across tokenizers, multimodal configs, cache/generation, flash-attention, docs, and import/export issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue to anchor on if one must pick a representative: it is a concrete, reproducible multimodal `apply_chat_template` regression with discussion and inbound references, and it targets a specific code path rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral/flash-attention-era failures, but one is about saving dequantized models and the other about runtime FlashAttention loading; different code paths and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compile failure and the other is a bad version check for an AuxRequest import; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs behavior are unrelated subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python-version incompatibility is not the same as a generic dependency issue; too broad to treat as one bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are distinct training/eval semantics bugs." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they affect different model families and different missing/default fields." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config loading and PIL-backend torchvision requirements are unrelated failures." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and stray ANSI codes in loading reports have no shared underlying cause." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs mismatch vs model config import failure; no common code path." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A Janus test failure and cache max-length semantics are different problems in different areas." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken constructor argument collision are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "One is an unrecognized model/config.json problem; the other is from_config not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing public import for Qwen2_5_VLForConditionalGeneration is not the same as a non-existent image_utils import." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral RC failure and the other is an s_aux=None AttributeError for sink-less models; different concrete bugs." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Final-batch result dropping and model memory overflow are not the same issue." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA top-k bounds handling and empty-list chat-template crashes are separate input-validation bugs." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "assistant_masks being all zero and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue and torch 2.4.1 incompatibility are too broad and not the same root cause." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not propagating to decoder embeddings and Whisper empty-transcription failure are distinct model behaviors." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained checkpoint corruption affect different APIs and failure modes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency problem and an unreleased MIN_PEFT_VERSION bump are not duplicates." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 apply_rotary_pos_emb registration are different model/config bugs." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression with images vs Deepseek tokenizer correctness regression; similar area, but not the same defect." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors and text-classification docs drift are separate documentation issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version incompatibility and unreleased PEFT version requirement are different environment/dependency problems." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained correctness are unrelated model-specific regressions." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache export and broad import errors after upgrade are not the same specific bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an empty, non-descriptive 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": 24, + "review_unit_index": 41, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851" + ], + "soft_pairs": [ + "issue:46082|issue:46512", + "issue:44779|issue:45812", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:44297|issue:44462", + "issue:44683|issue:45542", + "issue:43479|issue:43525", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:44336|issue:46851", + "issue:44261|issue:44263", + "issue:45103|issue:45372", + "issue:45600|issue:45712", + "issue:45859|issue:46851", + "issue:42175|issue:43976" + ], + "prepared_review_unit_hash": "203a5a052bcce4a255eeaacbf8148778187a563d2b527823a0545d5560ac2c93", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35649, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues with only loose topical overlap (loading, tokenizers, config defaults, quantization, DeepSpeed). None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent-version regressions that break model loading/usage. It\u2019s still not a duplicate of the narrower reports, but it best summarizes the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best single issue to anchor the cluster because it captures the widest user-facing regression pattern without being overly narrow to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (incorrect DeepSeek tokenization vs Granite IDs)." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup is unrelated to remote_code model-loading breakage." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen models, but one is a load failure for Qwen3VL MoE models and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights and resize_token_embeddings not updating Gemma4 embeddings are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading failures, but for different models and causes; not the same underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor selection bug vs Gemma4 device mismatch during forward are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and missing mm_token_type_ids default are different model-training/config bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap; one is a vague data request, the other is an FP8 inference hardware issue." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is save_pretrained metadata mismatch while the other ignores tokenizer.json on load." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and tensorboard/TensorFlow backend installation are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but they affect different models and different fields/defaults." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError vs D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and list_repo_files revision forwarding are separate code paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimization, but one is OOM with Adafactor and the other is double optimizer stepping." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and long-OCR index error in Kosmos2.5 are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized device_map loading/offload failure are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and slower filtering after upgrade are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI-code logging issue and Qwen3.5 variable-length position_ids bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm epsilon precision issue and torch.split return values in GlmMoeDsaIndexer are different defects." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash and Gemma4 processor ImportError are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI issues, but they concern different files and failure modes." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU-offload rotary embedding compatibility and the other is variable-length position_ids handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging for torch extras and Python version incompatibility 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": 24, + "review_unit_index": 42, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:41628", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44779", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:42796|issue:43441", + "issue:46291|issue:46399", + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:45083|issue:46851", + "issue:44246|issue:44496", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:46614|issue:46665" + ], + "prepared_review_unit_hash": "6be5f49776d79cd6e92b6b23337a3530763b6bc72b9c34f11bdf0892668ec859", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most items are distinct loading, tokenizer, model, or docs issues rather than true duplicates. I would not merge any of the soft pairs.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43824 has the strongest activity/references and a clear, user-visible import failure, so it is the best representative anchor among this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most central/high-traffic issue in the group, but the surrounding items do not look like the same underlying bug class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different failure modes: missing processor save files vs Zero3/from_pretrained loading on Gemma4." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and bugs: CamemBERT MLM predictions vs Deepseek tokenizer output." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer-loading regression vs model-specific ESM2 breakage; not the same underlying issue." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs intermittent import latency; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked prefill cache regression vs CLIPVision hidden_states regression; different code paths." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend misdetection vs torch-transformers version incompatibility." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model class vs Python version compatibility problem; not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-specific config/loading errors: missing pad_token_id vs GLM-4V load failure." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs FlashAttention failure in a related model family, but not the same bug." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels dependency import issue vs Qwen3.5 kernel registration crash; distinct causes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI codes in loading report; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device_map mismatch; no shared root cause." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output issue vs docstring correction; different artifact types." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; different symptoms and paths." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config/loading-related, but one is a missing attribute and the other is missing fields with trust_remote_code; too different." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing-vision-backend processor error; not the same issue." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they affect different Qwen models and different logic." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor vs Python version support; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization bug vs Gemma4 loading bug; distinct." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers failure vs TensorBoard backend issue; no overlap." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen variants and different helper/positioning bugs; not mergeable as one PR." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Performance of importing transformers vs unrecognized model config; unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration crash vs variable-length position_ids bug; different root causes." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Parallel test race on captured_info.txt vs stale warning in generate(); unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Docstring/annotation parsing crash vs Qwen3.5 kernel decorator issue; different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug vs unsafe sys.modules access; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-chat-list IndexError; different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch inference issue vs output field mix-up; different code paths." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs inconsistent from_pretrained behavior in Python classes; 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": 24, + "review_unit_index": 43, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43475", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46752", + "issue:46821", + "issue:46851" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:44246|issue:44871", + "issue:44242|issue:45593", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:44451|issue:46752", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44295|issue:44749", + "issue:44479|issue:46655", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:45137|issue:45600" + ], + "prepared_review_unit_hash": "8c4e416b0a4b5f37238b1f3a90993ff63ad54bfa984b45e19cd46647487f758d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a mix of unrelated model-specific regressions and import/config bugs. I did not find any pair that clearly represents the same underlying defect, so I rejected all soft edges.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the most representative issue in the set: a concrete v5.3.0 video-input regression affecting multiple Qwen video model families with a shared failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the broadest impact and clearest code-path signal among the issues, making it the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Both mention model loading/runtime errors, but one is about reading position_ids after buffer registration and the other is a Gemma-4 ZeRO3 from_pretrained failure; different bugs and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different symptoms with different triggers." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE variants, but one is LoRA compatibility across HF versions while the other is a model-loading breakage in v5.0.0.dev0; not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "One is a performance/logic issue in import initialization; the other is a Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing auxiliary losses, but they are in different models and different conditions (router logits vs denoising); too different to merge." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape output in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink-less-model crash and Qwen3.5 variable-length position_ids failure are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are different features with different failures." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading for ScandiBERT and apply_chat_template on an empty list are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are distinct issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are separate bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are both import errors, but for different symbols and different modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but Qwen2_5_VLImageProcessor vs HybridCache are unrelated exports." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors and a torch_extract_fbank_features issue are different pipeline bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch and sys.modules access safety are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and ZeRO3 deque underflow are different failures." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist captured_info.txt race are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized OLMo-Hybrid model loading and sys.modules access are different root causes." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding calculation are both video-related but model-specific and not clearly the same bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 broken and Gemma 4 mm_token_type_ids defaults are unrelated model issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config and from_config not unwrapping text_config are both Qwen multimodal config problems, but they are distinct code paths and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and load balancing loss omission are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and slow filtering after upgrade are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input regressions, but 44479 is a broad Qwen family regression while 46655 is a SmolVLM padding bug; not enough evidence of one underlying defect." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and SAM3 LiteText memory overflow are different SAM issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3.5-MoE rotary embedding and a missing decorator for apply_rotary_pos_emb registration are different implementation bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed Sam3LiteText configs 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": 24, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43723", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45656", + "issue:46123", + "issue:46170", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563" + ], + "prepared_review_unit_hash": "710ff950146fc9a0ba60993319d910c2f13aa59ab7e067666b0dbf0aede3f3b8", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35923, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated bugs across tokenizers, vision models, config loading, generation, deepspeed, and memory/runtime issues. I reject all soft edges; none look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true canonical issue stands out because the cluster is mixed, but issue 46897 is the most representative single item if forced: it is concrete, recent, and has the strongest inbound attention among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different failures in different code paths: Qwen2.5-VL image processor import vs BertModel init under ZeRO-3." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but one is a loading failure and the other is a field being silently dropped in a different model config." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize behavior for embeddings and Whisper empty-transcription generation are distinct bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent tied-weight serialization is not the same as decoder.embed_tokens not changing after resize_token_embeddings." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in save_pretrained and missing-vision-backend AutoProcessor errors are different symptoms and causes." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss do not match." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels returning one label is unrelated to a training-loss double-shift bug in Florence2." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe version compatibility and PPDocLayoutV3 CPU/CUDA divergence are different problems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer loading under v5.1 and protobuf-error masking are separate tokenizer issues with different failure points." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLFlow run-state reporting after training failure are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported Flash Attention warning for Nemotron is not the same as the generic Flash Attention 2.0 issue." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality background-class handling and Qwen3.5 variable-length position_ids are different model-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "The BEiT label-reduction bug is unrelated to the CohereASR training-loss double-shift bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are not the same underlying change." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning in fine-tuning is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode behavior and ESM2 being broken are distinct tokenizer/model issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release on deletion and MaskGenerationPipeline final-batch dropping are unrelated runtime bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen models is unrelated to the Windows ROCm torch.distributed import issue." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are completely different failure modes." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO-3 from_pretrained problems and deepspeed optimizer stepping twice are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as the wrong-model-type warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output and Qwen3OmniMoe video ValueError are unrelated." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows/ROCm dependency import errors do not match RTDetrModel forward shape/feature-level errors." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "AutoTokenizer loading in v5 and an accuracy regression in DeepSeek are different classes of problems." + }, + { + "left": "issue:46506", + "right": "issue:46851", + "accept": false, + "reason": "CPU/CUDA result divergence for PPDocLayoutV3 and Qwen3.5 variable-length position_ids are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 45, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44933", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:46858" + ], + "soft_pairs": [ + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43232|issue:43673", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "bb67d9011e3283ee79ac0e9993cd2010628790010ec2517b751e7846e5246b02", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35474, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues: model-specific regressions, config/load failures, cache bugs, tokenizer/processor save problems, and a few compile/generation edge cases. The soft similarities are mostly superficial, so none of the proposed pairs should be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression report in the set ('Transformers 5.0.0 breaks custom model initialization') and is the best anchor for nearby v5-related breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the clearest representative issue: it is specific enough to describe a concrete failure mode, but broad enough to sit near several other version-5 regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: stale indexer cache on a second forward pass vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different failure modes and components: Qwen3-VL weight-shape mismatch on load vs a config warning about tie_word_embeddings in Qwen3.5 LoRA." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "One is a torch.compile attention-kernel divergence issue; the other is a Gemma pipeline roundtrip/tokenization problem. Not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request acceptance regression in /v1/chat/completions is unrelated to a Gemma pipeline roundtrip failure on a special token." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough here; the concrete bug differs from the Gemma roundtrip problem." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Both are config/cache related, but one is a StaticCache return-type contract bug and the other is LlamaConfig rejecting explicit head_dim." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash vs flash_attention.py crashing on s_aux=None; different code paths and root causes." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compile/cache behavior, but one is kernel divergence under torch.compile and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram not implemented for Int is unrelated to apply_chat_template failing because a processor has no chat template." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotations AttributeError is a documentation/introspection bug, while the other is a cache.get_seq_length device-tensor arithmetic bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files; different artifacts and failure points." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to MaskGenerationPipeline dropping a final partial batch." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is not the same as a performance regression after upgrading Transformers." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Nonsensical AutoModel/pipeline outputs for SigLIP2 are different from AutoProcessor rejecting a missing vision backend." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A throughput regression after upgrade is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is a checkpointing bug, not the same as the filtering slowdown report." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register changing registered-function behavior are separate issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files does not match a duplicated optimizer step under deepspeed." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad regressions, but they affect different model families and different mechanisms; not the same underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "Ministral FlashAttention failure and empty-list apply_chat_template IndexError are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config is a specific config-field omission; Qwen3.5 Moe from_pretrained error is a different load-time regression." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs GGUF loading failure are opposite directions and different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings in Sam3 output and AutoConfig trust_remote_code field loss are both about missing fields, but they are different subsystems and bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache during chunked_prefill are distinct generation bugs." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError is an environment/dependency issue, while Sentence Transformers getting stuck loading is a runtime hang." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and a non-existent import from image_utils are similar only at a very broad import level; not the same symbol or failure." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report provides no evidence of the same problem as the gemma-4 zero3 from_pretrained regression." + } + ] + }, + "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": 24, + "review_unit_index": 46, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:43475|issue:46821", + "issue:43986|issue:46726", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:44373|issue:46851", + "issue:46463|issue:46877", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:43278|issue:45137", + "issue:42994|issue:43824", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:42175|issue:44933" + ], + "prepared_review_unit_hash": "183eb71b8ad1fedf665b360ad0fbbc34cae31bc502e4d03c4df82fc36f3432ef", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One genuine duplicate pair appears here (the Qwen3ForCausalLM VRAM leak); the rest are false positives spanning unrelated import/API, tokenizer, quantization, and model-specific regressions.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42673 is the earliest, more complete report of the exact same Qwen3ForCausalLM VRAM leak; 43704 repeats the identical title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "42673 is the best issue representative because it is the clearest true duplicate anchor in this cluster and has the fuller original bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different bugs: one is a model loading regression, the other is a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but not the same concrete failure; one is a from_pretrained error, the other is a missing vision config field." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated models and code paths; SAM 3 vision output attribute error is not the TimesFM window_size attribute bug." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve optional vision backend handling, but the concrete failures differ and do not look like one underlying bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer/codec regressions in different models; no evidence they are the same code-path bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Quantized-install/backend packaging and processor.save_pretrained file emission are different issues." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Docs/example errors are not the same as AutoProcessor's missing-vision-backend runtime behavior." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "One is a docstring problem, the other is a runtime position_ids bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect error message and doc-lint stdout noise are unrelated issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 v5 meta-init incompatibility are different problems." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and mistral_common continue_final_message behavior are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading with quantization and incorrect pipeline-parallel output are unrelated bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption is unrelated to the Qwen3.5 infinite-loop-on-image report." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is unrelated to docstring lint diagnostics on import." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and same VRAM leak symptom in Qwen3ForCausalLM; 43704 is a later duplicate of 42673." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure is not the same as the Qwen3.5-Moe from_pretrained/config issue." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/Moe models, but the actual failures are different and not one mergeable fix." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and different breakages." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during evaluate is unrelated to the ZeRO3 deque crash." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save_pretrained failure and Qwen2_5_VL import failure are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma tokenizer roundtrip failure and DiffusionGemmaGenerationOutput pipeline failure are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation handling are separate subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained mo e are different FP8-related problems, not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg sync bug and janus image-generation test failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend installation packaging issue and missing image_utils import are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 42673/43704 have identical titles and clearly describe the same Qwen3ForCausalLM VRAM leak, and the rest of the pair verdicts stay conservative based on distinct titles/symptoms. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44295", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:44625|issue:46877", + "issue:42898|issue:44779", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:44734|issue:45103", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656" + ], + "prepared_review_unit_hash": "b857e673299bb2b42a87bbef8650ac7bd0c139055875cc39ea3aa925463486bb", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36949, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports spanning model loading, tokenization, docs, training, and infra issues. I found no safe duplicate/merge candidates among the soft pairs; the closest cluster center is the v5 tokenization-regression issue, but even that is not a true duplicate umbrella.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 42898 is the best cluster representative only in a loose sense: it is a broadly stated v5 tokenization-behavior regression, which is the closest thematic center among the otherwise heterogeneous issues. It is not a true canonical for the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the strongest single issue to anchor this cluster because it describes a general transformers v5 tokenization regression and is more central than the highly model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs: pretrained preset loading with a legacy field vs an xdist race writing captured_info.txt." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "One is a pytest-xdist file race; the other is stale auto_mappings references causing CI failures. Different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated failures: Python version support regression vs a missing/nonexistent image_utils import." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config error vs test-utility file race; no shared underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to DeepSpeed adafactor OOM behavior." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Released-version dependency pinning problem vs auto_docstring stdout noise at import time." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and behaviors; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency omission vs leftover dummy class cleanup; different maintenance issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config default initialization bug vs wrong hidden_states mapping in a classifier output." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug vs partial-batch pipeline bookkeeping bug; no common code-path." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak with multiple dataloader threads vs FA2 long-context generation performance regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization issue vs Whisper timestamp decode crash; different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure in v5 is distinct from add_special_tokens not adding BOS/EOS for a specific tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "General clean_up_tokenization_spaces behavior change vs wrong Granite token IDs from AutoTokenizer; separate regressions." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but Deepseek codec handling is a different failure mode than clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they concern different models and different failure causes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults vs ModelOutput key assignment bug; unrelated implementations." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch counting method and remote-code meta-init incompatibility are different model-loading issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import error in sentence-transformers vs missing Qwen2.5-VL export; different symbols and packages." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLFlow reporting after failed training jobs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash vs auto_docstring crash under future annotations; different layers and code paths." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLFlow reporting is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids handling are different multimodal issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs processor/tokenizer access regression; different breakages." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec/warning regression is not the same as the generic clean_up_tokenization_spaces change." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer reading error is unrelated to DeepSpeed double optimizer-step behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 48, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "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:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:30333|issue:35141", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:46209|issue:46431" + ], + "prepared_review_unit_hash": "c0cb5901b2fd434349179de0adda5ec57e7cc4ca00f0d619581ed39b91c2dd50", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36674, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs mostly reflect superficial lexical overlap (imports, save_pretrained, tokenization, config, etc.) but not the same underlying bug or change. I rejected all candidate edges and found no clear duplicate cluster among these issues.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different bugs: empty multi-label results vs local dataset loading." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated areas: MLflow reporting vs embedding reinitialization." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MOE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version requirement vs leftover dummy classes are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Import errors, but for different modules and root causes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-MOE issues: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer runtime bug vs docstring typo only." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs dummy class cleanup are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer design discussion vs Minimax attention numerical mismatch." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression vs processor save_pretrained file omission." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug is unrelated to optimizer stepping twice." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different serialization failures in different components." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs tokenizer loading error are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Model output regression vs AttentionInterface registration behavior change." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to attention registration." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug vs non-persistent buffer corruption." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import failures, but for different symbols and packages." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring issue vs RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Function registration semantics vs downstream accuracy regression." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig typing regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MOE save_pretrained bug vs shard-size default question." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading issue vs flash-attention generation bug." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state vs Gemma4 quantized-embedder dtype casting." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization change regression vs FP8 inference failure on B200." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Moe indexer split bug vs remote-code meta-init incompatibility." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading vs LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update bug vs cache length config behavior." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation-path bug vs OCR input index error." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access bug vs processor save_pretrained missing files." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 hardware inference failure vs chat template availability error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 49, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46909" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:46305|issue:46655", + "issue:44263|issue:44373", + "issue:30990|issue:38175", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:46369|issue:46909", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909" + ], + "prepared_review_unit_hash": "97344cbc63fc098604b653e93db420a80e81b3a491d9e8ba210728976ecef9a8", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated issues across tokenizers, vision/video models, quantization, imports, and generation behavior. All soft pairs look like false positives rather than duplicates of the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different SAM3 video encoder attribute error vs MoonshineStreaming sliding-window off-by-one; unrelated code paths." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is torch.split return handling and the other is a missing ReLU; different bugs." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different models/processors and different video-processing failures." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer tensor-splitting bug vs docstring issue for position_ids; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs SigLIP2 zero probabilities; unrelated symptoms and subsystems." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Quantization accuracy regression vs Qwen3.5 MoE from_pretrained error; different failures." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve v5 model compatibility, but different model families and different save/load code paths." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 LiteText memory overflow vs a broken DIA documentation example; no underlying bug match." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization/save-load problems for different schemes and model families." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a SequenceFeatureExtractor.pad performance bug; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs MoonshineStreaming mask off-by-one; different models and logic." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision problem vs remote-code/meta-init incompatibility; not the same issue." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import vs XLMRoberta Flash Attention 2 issue; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request acceptance bug vs Gemma4Processor serve crash due to missing _tokenizer; different components." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "General FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe v5 bug; different problems." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration vs NaNs in classification heads after checkout/init; not the same code-path." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Transformers 5.0 buffer initialization bug vs MoonshineStreaming attention-window bug; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Two separate import errors for different symbols; shared symptom only, not one underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 tracker/model-type warning vs SAM3 model text-encoder weights not loaded; different failures." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Quantization accuracy issue vs Qwen3_5 infinite-loop image bug; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Module import failure vs tokenizer spacing after added token; distinct issues." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset mapping bug vs BOS/EOS special-token insertion regression; different tokenizer behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong decoder type in v5; different tokenizer issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline bug vs quantized model saving failure; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "huggingface_hub import error vs broad Transformers import errors after upgrade; too generic to be the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta vs Sentence Transformers loading hang; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs position_ids docstring typo; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 tracker/model-type warning vs SAM3 LiteText memory overflow; different symptoms." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs D-FINE denoising/aux-loss behavior; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE marker handling vs version-to-version tokenization difference; related area but not the same concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads on checkout/init; not enough evidence of one bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs vs broken DIA docs example; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs DIA documentation example; completely different." + } + ] + }, + "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": 24, + "review_unit_index": 50, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:42907|issue:44964", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:46172|issue:46762", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:39401|issue:46614", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351" + ], + "prepared_review_unit_hash": "5c3b4c11aa856726afbe3e5b57aa81fe390c5e9731eaa1564945fd2ad0c90ef9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated bug reports, with only broad thematic overlap around v5 regressions and import/tokenizer issues. None of the suggested soft edges look like true duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s repeated v5 import/regression theme, so it is the best single issue to anchor triage even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest cluster representative because it captures the most general, user-facing failure mode among the mixed reports, especially the import-breakage subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different failure modes and subsystems: dequantized save/load vs pipeline-parallel output correctness." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated symptoms and code paths: loader hanging vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a tensor/buffer access issue, the other is tokenizer metadata mismatch during save_pretrained." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different problems: env CLI breakage vs a NameError during sentence-transformers import." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning is unrelated to the GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failures: dequantized saving vs loading a specific multimodal checkpoint." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenization/model-loading bugs with no clear shared code path." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/model-quality complaints, but they concern different models and different attention implementations." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-family implementation issues: RoPE layer dropping vs tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "These overlap only at the broad level of import failures; the concrete missing symbols and root causes are not the same." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save/dequantization bug is unrelated to invalid GenerationConfig handling." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling is a different code path from AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is offset mappings and the other is assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat/processor APIs, but one is kwargs propagation to cached_file and the other is a tokenize=True crash on tool-call messages." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 config propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Generic tokenizer regression and multimodal assistant-mask bug are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and tokenizer_class save metadata mismatch are not the same defect." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer regressions affecting different behaviors and likely different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure is unrelated to gguf_file loading for AutoTokenizer/AutoModel." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer access bug are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and version 5.4.0, but one is save_pretrained corruption while the other is from_pretrained failure; not the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and FP8 save_pretrained issue are different code paths and failure modes." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer offset mapping regression is unrelated to stale phonemizer language state." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script classification output issue is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and do not appear to share the same root cause." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate import failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 51, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46710", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640" + ], + "prepared_review_unit_hash": "4d15b3afd81aced0e4a69632556fa9a3a782a32b88279725c4c19ad7a9ca5f47", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very loose: the items span unrelated import errors, model regressions, tokenizer behavior changes, docs bugs, and training/inference issues. I found no true duplicate pair among the soft edges, so I rejected all of them.", + "confidence": 0.27, + "canonical_issue_reason": "Best umbrella representative is issue:45278 because it is a broad upgrade/regression report about widespread import failures, making it the most general issue in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to stand in for the cluster because it is broad and regression-oriented, though it still does not match the many model-specific bugs here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Different failures: tensor-parallel training bug vs. run_classification.py empty multi-label outputs." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different code paths: dtype change between train/eval vs. incorrect pipeline-parallel LLM output." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Unrelated problems: optional TF backend packaging vs. Python 3.14 import/load failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No shared underlying bug: missing transformers.onnx module vs. LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model behaviors: SigLIP2 HF/JAX discrepancy vs. Qwen3.5 infinite loop on one image." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs mismatch in one case, import-time stdout logging in the other; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different concerns: torch.compile attention branching vs. padding performance overhead." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family but different issues: invalid GenerationConfig vs. RoPE implementation discussion." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific missing symbol and the other is a broad post-upgrade import failure report." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs. stale espeak backend state; not the same defect." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder type regression and the other is DeepSeek output correctness." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but the concrete failures are different from_pretrained/load paths." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix vs. NaNs in classification heads are unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Different compatibility checks: Python version support vs. PyTorch version gating for AuxRequest." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file execution errors and a doc parameter-name typo are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification script output bug vs. SigLIP2 implementation discrepancy; different models and symptoms." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs. dtype mismatch in inference; no shared code-path bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model area, but save_pretrained key serialization and from_pretrained load failure are different issues." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug vs. NaNs after checkout/init are not the same failure." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length helper behavior vs. PyTorch version check bug are different problems." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor/model input-size mismatch vs. broken documentation example; not duplicates." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embedding weights in from_pretrained vs. cached_file kwargs forwarding are different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs. trainer.evaluate after train are unrelated training issues." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field regressions, but for different model/output classes and different concrete symptoms." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label classification outputs vs. pipeline task-support error message; different bugs." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A feature request for GPT2 flash-attention support is not the same as a generic Flash Attention 2 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": 24, + "review_unit_index": 52, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46762" + ], + "soft_pairs": [ + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:42222|issue:43441", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "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:39401|issue:44779", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298" + ], + "prepared_review_unit_hash": "b614bb38c34162dc556f2b6a4be4038f003079852fea96184267be9741240bec", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated regression reports. None of the soft pairs look like the same concrete bug/change, so they should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenization-regression report in the set, with clear v4\u2192v5 behavior change wording and existing inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best representative issue because it captures the most general and reusable failure mode here: tokenizer behavior changing across the v4\u2192v5 upgrade.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different models and failure modes: GlmMoeDsaIndexer split handling vs Minimax attention numerical mismatch." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Cache/indexer crash in GLM-MoE is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is unrelated to Minimax attention numerics." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose import/broken model loading is unrelated to Ministral FlashAttention generation failure." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version gate bug in flex_attention." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression is too broad to match a specific Qwen3 offset_mapping bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache missing in chunked_prefill." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE-marker handling." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention backends, but one is scaling config ignored and the other is bidirectional masking built as causal; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing is unrelated to a SequenceFeatureExtractor padding performance issue." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3 VRAM leak in dataloader threads is unrelated to video padding calculation in SmolVLM." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage is unrelated to empty-list chat templating." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5 compatibility, but init_empty_weights argument handling and PretrainedConfig type checking are different failures." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue is unrelated to flex_attention's import/version check." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is general tokenization output; not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation are different issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes are unrelated to AutoProcessor crashing without torchvision." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug is not the same as the pytest-xdist captured_info.txt race." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Broken PretrainedConfig type checking is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping lookup failure is unrelated to Mistral regex patching crashing on backend_tokenizer access." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch is unrelated to MobileLLM key errors." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization behavior change and a noisy logging message 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": 24, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "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:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:42371|issue:46617", + 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testing_utils.py bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different code paths: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different problems: vitpose model breakage vs tensorflow_text backend registration." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Different symptoms and subsystems: TF32 setting guidance vs MLA layernorm epsilon precision bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading regression vs a documentation parameter-name mismatch." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug vs FP8 inference failure on B200; not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different models and failures: invalid GenerationConfig vs unrecognized model type." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings issue is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family, but one is missing projections and the other is a from_pretrained error; different bugs." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical issues in different models/code paths; not the same underlying bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from image_utils is not the same as broad import errors after upgrade." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different models and training bugs; the shared 'double shift' pattern is not enough to treat as a duplicate." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation vs audio feature extraction logic; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer args ignored is distinct from optimizer.step() being called twice under deepspeed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but the concrete failures differ (decoder type vs tokenization output)." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling vs GLM-5 RoPE implementation; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed API and unexpected position-id keys are separate regression classes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL is unrelated to missing qkv/gate projections in qwen3next." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs a testing_utils.py bug; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "vitpose model failures are unrelated to the TensorFlow/tensorboard backend error." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is not the same as PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs undefined tf backend error; different issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a model-specific streaming failure." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch-count method vs layernorm epsilon precision bug; different subsystems." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return-value issue is unrelated to DeepSeek-v4 transpose logic." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Lack of ReLU in the DSA indexer is unrelated to the DeepSeek-v4 tensor transpose bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2 support, but they are different models and not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL loading failures; same family, but not the same underlying change 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": 1, + "component_count": 24, + "review_unit_index": 54, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + 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"issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43208|issue:46897", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:46172|issue:46710", + "issue:46298|issue:46752", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992" + ], + "prepared_review_unit_hash": "fc0676978717fbd4364bb0a3adf06b4d5046507b3a29bffb1d612e46e745addf", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "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 bug reports with superficial overlap around v5 regressions, loading/import errors, and model-specific failures. None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43097 is the broadest, most central v5 regression in the set: a user-facing API removal with version-wide impact, making it the best representative of the cluster\u2019s general theme even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the most representative issue because it is generic, high-impact, and tied to the same broad Transformers v5 breakage pattern that several other reports orbit around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision symptoms, but one is a PyTorch warning during compilation and the other is incorrect float32 casting when loading BLIP2; different code paths and fixes." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model load/runtime failure for Ministral-3 and the other is a training degeneration issue in sequence classification; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed API in v5, the other is a gguf_file/from_pretrained loading breakage; different concrete failures." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different modules and problems: unsafe sys.modules access in modeling_utils vs a bug in testing_utils." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model import handling is unrelated to a testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals: MLA q_a_layernorm eps handling vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Both are multimodal model issues, but one is an infinite-generation loop and the other is a memory overflow; not the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is a missing image-processor method and the other is a torch.split/indexer bug; distinct code paths." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None bug is not the same as a specific model load failure for physical-intelligence/fast." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek versions and different failures: native MoE divergence vs a dtype/transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation/pipeline behavior, but one is missing cache during chunked_prefill and the other drops final partial batches in MaskGenerationPipeline." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Version/API removal vs a flash_attention.py crash on s_aux=None; different failures and fixes." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is missing attention projections in qwen3next layer 0, the other is a config field being dropped by strict parsing." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model issues, but one is a broad v5/Qwen3-VL-Moe bug and the other is a specific layer-0 projection omission." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different training bugs; the shared word 'training' is too broad to merge them." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2+PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor/loading import issues, but they involve different missing dependencies and failure points." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal in v5 is not the same as quantized model save/load breakage." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing torchvision-related processor import is unrelated to save_pretrained shard-size defaults." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM area, but one is padding calculation and the other is num_frames semantics; distinct bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they are different missing symbols and different release breakages." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek-related reports with different symptoms: tensor transpose/dtype handling vs an accuracy regression after upgrade." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template empty-list IndexError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer mapping fallback are different tokenizer-loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config/API in v5 is not the same as quantization offloading behavior." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch precision warning during compilation is unrelated to a window_size AttributeError in TimesFM 2.5." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions do not match an image-text-to-text pipeline failure in DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is unwanted network access despite local_files_only, the other is a missing checkpoint weight when loading UMT5Encoder." + } + ] + }, + "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": 24, + "review_unit_index": 55, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "77e4d5c0de0f0edfb004fc51029d366e849335e7bc580a44558f408739a16819", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37147, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only match by superficial soft-similarity. All candidate edges look like false positives, spanning import/dependency failures, model-specific regressions, trainer bugs, backend/compile issues, and UX warnings.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44380 is the closest hub in the cluster by soft-similarity and the most concrete single code-path bug (GPT2 attention scaling being ignored under SDPA/FlashAttention). Even so, it is only a representative, not a true duplicate target for the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44380 is the best standalone issue to anchor this cluster because it is the most central and self-contained regression among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() after train and import failure involving datasets are unrelated problems." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Cached-file kwargs passthrough and auto-docstring annotation handling are different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy-init recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and tensorflow_text backend validation are different compatibility issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model processor import crash and tokenizer mapping None handling are unrelated load-path bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving pipelines are different serialization problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and Qwen3.5 image loop are unrelated model behaviors." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Translation-task messaging and pipeline save_pretrained support are unrelated API issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "BF16 compile warning and Bamba SDPA compile failure are different backend/model bugs." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class leakage into dir/check_repo and noisy logging are unrelated maintenance issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile failure affect different models and code paths." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "BF16 compile warning and tie_word_embeddings warning in Qwen3.5 are unrelated warning scenarios." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing UMT5 weights and max_shard_size default behavior are different save/load concerns." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support and Python-version compatibility are unrelated issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another bug are not the same defect." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek tensor transpose failure are unrelated model-specific regressions." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API and noisy logging are different issues." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under backend selection is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation and Trainer import conflicts are unrelated failures." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and import failure involving datasets are different problems." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 moe save_pretrained failure and Qwen3.5 Moe from_pretrained error are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated runtime errors." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 SDPA attention-scaling bug and zero-loss classification bug are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and importing Trainer being blocked by datasets are unrelated dependency issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration import are different dependency/export problems." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated training vs inference bugs." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model warning and BF16 compile warning are different behaviors." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated model/data-processing issues." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "v5 chat-completions API rejection and Qwen2_5_VLProcessor batching crash are different surfaces." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions no longer assigned and GPT2 attention scaling under backend selection are unrelated regressions." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "layer_type_validation import breakage and local_files_only still triggering API requests are different dependency/path 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": 24, + "review_unit_index": 56, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43901", + "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:46077", + "issue:46082", + "issue:46365", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:44038|issue:44230", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:44483|issue:45290", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "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:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855" + ], + "prepared_review_unit_hash": "078a2003e8932f306759f2b821572a847a6705248815d1cd232122ae184b349c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36913, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and feature bugs; none of the soft pairs are close enough to treat as duplicates. The best representative issue is the broad upgrade-regression report about widespread import failures.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set: it describes multiple import errors after upgrading from 4.57.0 to 5.5.0, which makes it a reasonable cluster anchor for version-regression/import-failure discussions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best standalone issue to represent the cluster because it is the most general and highest-level regression report among otherwise mostly narrow, model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same general Qwen/MoE area, but one is a loading regression and the other is fp8 inference support; different concrete bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they target different models and different implementations; not the same underlying defect." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model serialization and the other is Pipeline.save_pretrained; distinct code paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but one is missing attentions and the other is missing hidden states; too different to merge as one bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but one is Qwen3VL-Moe-specific and the other is a sorted-state_dict issue; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different packages; unrelated failures." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "One is a Qwen3.5 config propagation bug; the other is an unrelated Trainer import issue caused by datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is attention-mask construction; different problems." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different subsystems and symptoms: Flash Attention support vs invalid GenerationConfig validation." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "One is compiled Python file import failures; the other is noisy auto-docstring diagnostics at import time." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is an API request-validation issue and the other is a chat-template crash with tool-call messages; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing attributes, but they affect different model families and unrelated fields." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is not the same as Pipeline.save_pretrained failing." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/load regressions, but one is sorted state_dict loading and the other is Qwen3.5 save_pretrained corruption; too specific to conflate." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version/platform breakages, but they refer to different Python versions and different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config is unrelated to patchtsmixer post_init gating." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen config bugs affecting different model behaviors; not duplicate." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 causal-mask behavior and LlamaConfig head_dim validation are unrelated issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is a CLIP output-field regression; the other is a Qwen3.5 save/load regression." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training bugs and VideoPrism output wiring are completely different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-attribute bugs in different model configs." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are separate config issues." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to tensor-parallel training state issues." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3.5-related loading issues, but one is missing embed_tokens.weight and the other is a from_pretrained error after 5.4.0; not clearly the same defect." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed optimizer-state bug and a Cache strategy typo are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior has nothing to do with import failures after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args being ignored is unrelated to Trainer import failure." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and torch.jit/script parsing under Python 3.13 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": 24, + "review_unit_index": 57, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "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:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749" + ], + "prepared_review_unit_hash": "8277c10f44363f987c3f2aa6ee2069eb48f9a0b1823228662c459c9cb986d301", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share superficial transformer/model-loading vocabulary. I found no true duplicate soft edges among the provided pairs; all should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across loading, training, tokenizer behavior, CI, cache, and performance, with no clear shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the strongest standalone issue in the set because it is open, concrete, and well-scoped, but it is not a good representative duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different bugs: generic model loading/state_dict ordering vs Gemma pipeline roundtrip token handling." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated failures: Gemma3Config missing vocab_size vs FSDP2/PEFT optimizer-state mismatch during training." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different root causes: load-model error vs Qwen3.5 vision config field being dropped." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test issues: missing set_seed in SAM HQ integration tests vs xdist race writing captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decoration change vs broad complaint that v5 breaks many models; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import time, but one is about import * removal and the other about intermittent slow imports; causes differ." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel label is too broad here; one is a training bug, the other is an OOM when loading a specific model with TP." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: cache/layer update should be no_grad vs Python version compatibility failure." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different code paths: CLIPOutput attentions assignment vs patchtsmixer post_init policy." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model-loading regressions: missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load error vs incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different regressions: missing PyTorch dependency ImportError vs tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is attentions being unset and the other is model structure inconsistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different functionality: DSA indexer ReLU discussion vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different areas: SAM HQ test seeding vs Phi-4 multimodal model loading." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI failures: SAM HQ integration seed instability vs GraniteSpeech stale device override test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Both touch SAM-related CI, but one is about missing seeds and the other about removed Sam3LiteText configs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior vs video processor num_frames semantics; unrelated components." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different loading bugs: local_files_only still triggering requests vs AddedToken special-argument conflict." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serve-time KV-cache indexing crash vs cache load FileNotFoundError; not the same code path." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained regression vs checkpoint reload incompatibility after upgrade; different failures." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan; different model/export paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization memory regression vs version-upgrade reload failure; no shared root cause." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a specific model class vs cache FileNotFoundError for trust_remote_code loading." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local file enforcement bug vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method vs trust_remote_code cache FileNotFoundError; different layers." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage vs AttentionInterface.register behavior change; separate issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No_grad decoration for cache/layers is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan vs Qwen3.5 from_pretrained error; related model family, but not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs post-upgrade data filtering slowdown; different symptoms and causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 58, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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: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:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "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:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "4620160eaaf1c38a9143e3062d38fb08d23d7464c08afee021c5e1fabf4d19e5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "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 issues. The soft pairs are only superficially similar (often just shared words like import error, loading regression, cache, or v5 breakage) and do not look like the same underlying bug/change, so I rejected all of them. There are no PRs in the set.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43576 is the broadest, most representative report here: a v5-level breakage affecting a user-facing command. It best fits the cluster\u2019s loose theme of version-related regressions, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the best single representative because it is a concise, high-signal regression report about a concrete v5 breakage, making it more usable as a cluster anchor than the narrower model- or symbol-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakpoints." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE-related fields, but one is tensor-parallel planning and the other is config-field preservation; not the same bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different subsystems and failures: video processor frame semantics vs AutoProcessor backend/vision-import handling." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is unintended network access during local-only loading; the other is FP8 save_pretrained behavior for MoE models." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap beyond being unrelated issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation/cache-related, but they target different code paths and different symptoms; not mergeable as one fix." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading hang is unrelated to documentation confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation reference to removed pipeline APIs is unrelated to the placeholder `racoon` issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention version 5 regressions, but they affect different model-loading paths and models; too broad to treat as the same bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generation-time UnboundLocalError in Bart is unrelated to documentation wording about forward arguments." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and `PretrainedConfig` type checking are unrelated failure modes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific model-loading break for Llama 3.2 Vision." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "One is a missing import from `huggingface_hub`, the other is a broken `transformers env` command; different packages and code paths." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/environment command breakage is unrelated to `PretrainedConfig` type-checking changes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in `model_init` is unrelated to the DSA indexer/ReLU discussion." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an import error for `layer_type_validation` are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No clear common bug; the titles are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing `Qwen2_5_VLForConditionalGeneration` import are different issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different import/cache failures involving different symbols and different loading contexts." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler keyword handling is unrelated to the placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "A broken env command in v5 is unrelated to Python 3.14 import/load failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is missing `**kwargs` passthrough while the other is about the attention interface; not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute access error is unrelated to trust_remote_code cache file lookup failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about saving pretrained weights and the other about inference support; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Two different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) do not indicate the same bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different FP8/tensor-parallel/model bugs with no shared concrete failure path." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM video frame semantics." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in v5.0.0 and a cache-strategy typo are not the same underlying problem." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5 chat crash and a vague 'v5 breaks too many models' complaint are too broad and do not point to one concrete shared bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior is unrelated to a TensorBoard/TensorFlow backend import 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": 24, + "review_unit_index": 59, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "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:46664" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:44230|issue:46095", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "65fd926c875f0cba2abf22524366aa35f5e1f4ceb0132af41b9b0fbaa31b459a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39078, + "estimated_input_tokens": 9770, + "estimated_eval_tokens": 19796 + }, + "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 Transformers issues, with many v5/regression/import/model-specific reports but no clear duplicate pairs. I would not merge any of the proposed soft edges.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set and best matches the cluster\u2019s general v5-regression theme, but it is too vague to be a strong canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most cluster-wide representative issue, covering the widest regression surface among the listed items, even though it lacks the specificity usually needed for dedupe triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a specific processor.save_pretrained bug; the other is an empty generic report. No shared concrete failure mode." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to SmolVLM video padding/num_frames behavior." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3-related models, but one is a general Qwen3-VL-Moe bug and the other is a tensor-parallelism metadata issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading areas, but one is a broad lazy-loading complaint and the other is a specific sys.modules access bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output behavior and PretrainedConfig type checking are unrelated failures." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same general model family, but one is bbox-output hallucination and the other is an infinite-loop image case; different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage and checkpoint reload compatibility are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance/regression and chunked_prefill cache availability are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing Llama4Config attribute is a specific config bug, not the broad v5 breakage umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 loading regressions, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific and distinct from the generic v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to broad model breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade are broader than, but not the same as, the generic 'too many models break' complaint." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion support." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from import * is not the same as a missing Qwen3_5ForCausalLM import/export." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 tracker model-type warning and Liger Kernel application in model_init are different subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related flaky tests are unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing and broken lazy loading are related at a high level, but not the same concrete failure." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage does not match a scheduler kwargs bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support error for Nemotron is unrelated to Qwen3-VL bbox output issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is specific; the other item is only a placeholder report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is specific and not the same as a generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs plumbing is unrelated to scheduler configuration." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue do not share an underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regression is not the same as a missing HybridCache export." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression is separate from the generic v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 variants and different symptoms; not the same concrete failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a missing model import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights list handling are different model-internal bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy-loading malfunction overlap only loosely and do not look like one bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder bug report is not the same as the Qwen3.5 MoE from_pretrained error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "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", + "issue:46894" + ], + "soft_pairs": [ + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "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" + ], + "prepared_review_unit_hash": "3da0cf0e42e95d62e33d6f4e72b7155f6b22a83df0cd5c268d5f73cd845210b4", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39140, + "estimated_input_tokens": 9785, + "estimated_eval_tokens": 19826 + }, + "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 Transformers bugs and regressions (save_pretrained, tokenizer/config issues, loading errors, model-specific inference bugs, scheduler behavior, etc.). All soft pairs should be rejected as merely title-similar, not the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate exists. If forced to pick an umbrella, issue:45850 is the broadest v5-regression report, but it is too vague to serve as a real duplicate sink.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the closest thing to a cluster representative because it broadly matches the recurring 'v5 breaks many models' theme, but the cluster is too heterogeneous for a strong best-issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: Pipeline save_pretrained missing files vs _tied_weights_keys list handling crash." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Different failures: broken env command vs import error for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model/code paths: Qwen3VL timestamp bug vs GLM-5 RoPE implementation issue." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different model-specific training/inference bugs: Gemma-4 audio positional encoding vs CohereASR loss double-shift." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated bugs: processor timestamp calculation vs inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Different scope: import * cleanup/perf issue vs Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Different problem types: documentation confusion vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek issues: shared expert gating bug vs tensor transpose/dtype expression bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model implementations: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Different failures: unwanted network requests with local_files_only vs Qwen3VL timestamp bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "Different areas: TF32 settings guidance vs Qwen3ForCausalLM memory leak." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Different regressions: generic v5 breakage complaint vs import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different bugs: timestamp calculation vs VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different model internals: GLM MoE torch.split behavior vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different precision/config problems: MLA q_a_layernorm eps mismatch vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Different requests: continuous batching support for audio models vs DeepSeek-V4 weight conversion question." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import failures: HybridCache export missing vs Qwen3_5ForCausalLM module import error." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Different issues: NemotronH Flash Attention 2.0 support vs Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Related theme but not same bug: tokenizer v4/v5 behavior difference vs wrong decoder type in v5." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Same broad feature area only: GPT2LMHeadModel FA2 support request vs generic Flash Attention 2.0 topic." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated: scheduler kwargs bug vs unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Different issues: cache-strategy typo vs unrelated non-technical issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "Different bugs: CLIPOutput attentions assignment regression vs unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Not a duplicate pair: unrelated issue vs generic v5 breakage complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Different problems: Python 3.14 load failure vs unrelated 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weight-key crash vs chat template tool-call crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Different scope: from_pretrained performance complaint vs ImportError for layer_type_validation." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: missing pad_token_idx after v5 update vs tied-weights list handling crash." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: Llama4Config pad_token_id absence vs tied-weights list handling crash." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "Different requests: fp8 inference support vs processor.save_pretrained missing files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Same broad feature area only: Flash Attention 2.0 support requests for different models, not the same bug/change." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Different bugs: Bart generate() decoder_attention_mask error vs from_pretrained slowness." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Different problems: MLFlow reporting after training failure vs from_pretrained slowness." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Different layers: checkpoint loading performance vs tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Different issues: slow checkpoint loading vs confusing forward() documentation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: fp8 support request vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Different feature requests: continuous batching for audio models vs fp8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different model components: Mamba init_weights behavior vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model bugs: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Different defects: ModernBERT type hint bug vs tokenizer regex warning regression." + } + ] + }, + "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": 24, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "fe88e5ab6cd65d9c9782aed9b702d8d5df234ff4e984b3c46ac3f06cf3b6fbfa", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956210, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6641, + "estimated_input_tokens": 1661, + "estimated_eval_tokens": 3578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention plumbing. None of the soft-similarity pairs look like the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "#43240 is the broadest and most generic report in the set, so it is the least bad anchor for this noisy cluster, but it is not truly a strong canonical match for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#43240 is the best single representative only because it describes a generic code-path bug and has the most cluster-like wording; however, the surrounding issues are still heterogeneous and should not be merged as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and missing kwargs in loss calculation are different bugs in different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Generic loss kwargs plumbing is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model ignore_value logic and tokenizer regex warnings are unrelated subsystems." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss handling and RoFormer attention implementation concerns do not describe the same defect." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignoring a value in a segmentation model is unrelated to a typo in a quantization attribute name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss functions and an incorrect type hint for norm_eps are different issue types and code paths." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are both minor correctness issues, but one is a type hint problem and the other is a typo in a different feature." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm semantics for Llama4TextL2Norm and ModernBERT norm_eps typing are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERT config typing do not share 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": 2, + "component_count": 24, + "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": "11e308900c4a00bfdbfe5165b61a4db9fa9fcfe6f73fd639f3bd371d06fafa2d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not a duplicate set: one issue is about tokenizer truncation behavior, one about ReduceLROnPlateau-style scheduling, and one about Wav2Vec2 word boundary timestamps.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue for deduping; the issues are on unrelated topics and should not be collapsed into one.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #11307 is the most discussion-active, but it is still not a good canonical target because it concerns a different feature area than the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features: tokenizer truncation settings vs. Wav2Vec2 word time offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: truncation strategy vs. learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug or change; scheduler behavior vs. speech model timestamp extraction." + } + ] + }, + "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": 24, + "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": "ad8fb81406e3c6fbc34e010d9ea8cd4aaab37eefdb8a24a73f7755ac9a84d5f7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not describe the same underlying bug: one is about Tapas tokenization mismatch, one about a private-model download/login error, and one about failing to load bert-base-uncased. The soft-similarity links are too broad to treat as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster is present; if forced to pick one, issue 16618 is the broadest and most central-sounding loading failure, but it is not a real canonical target for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the most general and discussion-heavy of the three, so it is the least-bad representative of this weak cluster, though still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization behavior is a different problem from a bert-base-uncased load failure; no shared code-path or concrete bug match." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "The private-model download/login error is a distinct authentication/download issue, not the same as a generic model-loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 24, + "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": "4c4111f1809acee8990091fc9b6bcf251c6ff331438eb483e3e375ad2488cdb7", + "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 unrelated feature requests: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They do not describe the same underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different enhancement areas and code paths (Flash Attention 2 vs GGUF support); they are not 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": 24, + "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": "7701915672e9d99b78ad85e76decdd2c077c4ccf5f0ac736cde5e5a4818f95a3", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two clear duplicate groups: the generic i18n placeholder translation issues (43834/44365/44370) and the identical Thai-title pair (46222/46226). The remaining Thai-title issue 46931 is similar in theme but has a different title, so it should not be treated as a duplicate based on the available evidence. Language-specific translation requests like Turkish, Spanish, and Romanian are distinct from the generic template issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the best representative of the main duplicate subgroup because it uses the clean generic i18n placeholder title and matches the exact duplicates 44365 and 44370.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest issue to keep as the representative of the generic template subgroup, since its title is the clearest placeholder form and it sits at the center of the exact-title duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language target; this is a Turkish-specific request, not the same issue as the generic template." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic template; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language target; Turkish and Spanish translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic template; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language target; not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request vs generic template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and generic template are not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different title and content; not the same request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different title and content; not the same request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same generic placeholder translation issue; very likely duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title and same translation-template request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs a Thai-language title issue; not enough to treat as the same duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue vs a Thai-language title issue; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title and different wording; not enough evidence of duplication." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder issue, so they look like duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title and content; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title and content; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different wording and title; not enough evidence of duplication." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different title and content; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title and content; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title and wording; not enough evidence of duplication." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical title and matching metadata strongly indicate duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Similar Thai-language content, but the titles differ and the packet does not establish them as the same request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Similar Thai-language content, but the titles differ and the packet does not establish them as the same request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping into two exact-duplicate clusters is grounded, but the summary overstates the evidence by calling the Thai-title cluster \"spam/placeholder\" and \"unrelated.\" The packet only shows matching Thai titles for 46222/46226 and a different Thai title for 46931; it does not establish spam or placeholder behavior. Keep the conclusions more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "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": "9a53227578611ca9c20cd20fd8548e50f2fe4d4dda2e19a2a8ee5b3768176148", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of distinct model-request issues across different architectures and modalities, not duplicates. No soft edge should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 36879 is the cleanest representative of the broad \u201cadd a model\u201d pattern, but it is not a true duplicate target for the rest of the cluster; the requests are for different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 is a concise, self-contained model-add request and a reasonable representative anchor for the cluster, though not actually interchangeable with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher vs MiniCPM3 architecture request; unrelated model domains and implementation paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config entry vs DEIMv2 model support; different architectures and different integration work." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request vs Qwen3-TTS support; text model config vs audio/TTS model support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config request vs RF-DETR model addition; different model families and different code changes." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR detection model vs DEIMv2; separate model additions, not the same underlying request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR object detection vs LFM2.5 Audio 1.5B; unrelated modality and code path." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR detection model vs weight-sparse transformer request; different architecture and implementation scope." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model addition vs Qwen3-ASR support; detection model vs speech recognition support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR detection model vs Qwen3-TTS support; unrelated modalities and integration work." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition vs Qwen3-ASR support; different model families and different functionality." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; not the same model or code change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model request vs LFM2.5 Audio 1.5B; different modality and scope." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR model vs NeoBERT; unrelated architectures and implementation targets." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT models; distinct model requests despite both being BERT-like names." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different model families and tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture work vs weight-sparse transformer support; different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture vs ModernVBERT models; separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support; unrelated model types and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection model vs Qwen3-TTS support; different modalities and implementation areas." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR support; distinct model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS support; text-model config request vs speech model support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE; one is a model request, the other is a broad architectural enhancement." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE is a broad architectural request; Voxtral TTS support is a specific audio model addition." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE vs a personal-name issue; clearly unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS support vs Qwen3-ASR support; same vendor family but different concrete models and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support vs Voxtral-4B-TTS support; different TTS models and likely different integration details." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; different modalities and model implementations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs weight-sparse transformer request; not the same underlying feature." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio 1.5B; both audio-related, but different models and likely different processing pipelines." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support vs EUPE encoder request; different model classes and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs weight-sparse transformer; unrelated change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B vs SAM3-LiteText; audio model request vs vision-language/text-related model." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B vs SWA+sink option for Granite models; different models and different feature requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE encoder request; separate architectures and implementation goals." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support vs Voxtral-4B-TTS support; ASR and TTS are different concrete model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral-4B-TTS support; unrelated text model and audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different model family and task." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE encoder request vs TIPSv2 vision-language pretraining model; different model additions." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models vs a personal-name issue; no technical overlap." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs a personal-name issue; 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": 24, + "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": "3ae1f1bea72f1951ec5a3edd14542a7533406afd905030807974856f32330c02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a documentation request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no evidence they describe the same bug or change, so they should not be clustered together.", + "confidence": 0.96, + "canonical_issue_reason": "No shared code path, subsystem, or concrete problem; the titles and contexts indicate different domains (docs/integration vs vision model refactor).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the stronger standalone candidate within this pair because it appears to describe an actual code refactor, whereas #38740 is a docs/information request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and likely different work streams: a docs request about Pruna versus a Vision RoPE refactor. They do not appear to be 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": 8, + "component_count": 24, + "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": "d243f65659d03e8d7d7ba1ac4d275bdd4135faa0fb5bf54651631697a0af9aef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for set block decoding, while the other requests DeepSeek v3.2 support. They concern different features and likely different code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more concrete and actionable request because it names a specific model/version target; #41084 is comparatively vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Unrelated requests: block decoding vs model support. No shared target, filename, or concrete code-path overlap suggesting a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 24, + "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": "95a7fd11d3bba54824cd19aa0c8edd82f2092a443328faec35fbd08cb1b71dc5", + "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 look related only at a very high level (Tiled/Liger memory-optimization work), but they target different features and code paths: one is about exposing TiledFusedLogitsLoss/FLCE via `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. Not a duplicate pair.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the more concrete, narrowly scoped request, but it should not be treated as a duplicate of #41826; #41826 is a separate feature request for TiledMLP.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: `from_pretrained()` support for TiledFusedLogitsLoss/FLCE vs adding TiledMLP integration. Same broad optimization theme, but not 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": 10, + "component_count": 24, + "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": "3326a114ae7712a2054f0244ec543c23eec8f444ec3068a7e7da01c226186e51", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates: one asks to make `remove_unused_column` more customizable in `Trainer`, while the other asks to account for custom trainers when estimating FLOPs. They touch adjacent trainer logic but describe different underlying problems and fixes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different user-facing problems and code paths: one is about column removal behavior/customizability, the other about FLOPs estimation for custom trainers. Shared trainer context alone is not enough to treat them as 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": 11, + "component_count": 24, + "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": "d798a29930101eaf125287ff434fb6919547aa2d6866f151d78917d5d19dcabd", + "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": "Two closed issues request different auto-model support additions for different Qwen variants/tasks; they are related in theme but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the cleaner representative of the cluster theme because it is a straightforward auto-model registration request, but it is still not a duplicate of #44405.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue representative here because it targets the core auto-registry problem more directly and broadly than the sequence-classification-specific request in #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: #43684 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and tasks, so not one duplicate 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": 24, + "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": "2c69701ebe189d177d8360cc21293b7d63fa744b8fcd11eb04632b0c27f587df", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues (43845, 43846, 43859) appear to be the same report and likely duplicates; 43835 ('Fett') looks unrelated. I would use 43845 as the cluster representative because it is the earliest of the repeated huggingface issues.", + "confidence": 0.84, + "canonical_issue_reason": "43845 is the earliest of the near-identical 'huggingface ' issues and is the cleanest representative of that duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue to keep as the canonical duplicate target because it is earliest and matches the repeated title/body pattern of the other huggingface reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no shared concrete details; 'Fett' does not look like the same issue as the repeated 'huggingface ' reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same as above: no evidence that 'Fett' is the same underlying problem as 'huggingface '." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No meaningful overlap beyond generic similarity; this does not look like a duplicate of the huggingface issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, minimal bodies, and close creation time strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same repeated 'huggingface ' title and similarly minimal content indicate the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "These are effectively the same 'huggingface ' report and are very likely duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: 43845/43846/43859 share the exact title, are close in time, and have similarly minimal bodies, while 43835 is clearly different. Choosing 43845 as the earliest representative is reasonable, and the duplicate language stays appropriately probabilistic." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "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": "415bc9d1b9d188d868c981751ff712112abb817301dcd7f658aa55878340d227", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate issues: the titles are unrelated placeholder/spam or generic documentation phrases, and there is no body/detail linking them to the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the set appears to be unrelated low-signal/spam issues rather than multiple reports of one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong representative for a duplicate cluster; 44418 is only the most generic non-spam-looking title, but it still does not match the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam-like format, but no shared bug, feature request, or concrete target is visible." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "The titles are different and generic; this looks like unrelated noise rather than a duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a quoted organization name do not indicate the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation wording versus spam placeholder; no shared underlying problem is evident." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These are both low-signal, but not clearly the same request or defect." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles alone are not enough to conclude they are the same report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No overlap beyond being low-signal issues; the subjects are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles do not point to the same bug or change, so this is not a duplicate match." + } + ] + }, + "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": 24, + "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": "8c00175d0ad3e031fb736f0b8e87a9df36ff020e38d2812c29e8c958e7f76fa9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and similar metadata, but the available evidence is not strong enough to confirm they are the same underlying report. The soft duplicate edge should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": "No canonical duplicate can be established from the provided evidence; the titles match, but the bodies are not shown and the soft similarity signal alone is insufficient.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, #45145 is slightly earlier, but it should be treated as a provisional pick rather than a confirmed duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles and similar body length are not enough to prove the same underlying issue; the packet does not show near-identical content or other strong linking evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the packet only supports that these are two closed issues with the same title, similar body length, and soft similarity evidence. It does not show the body content is near-identical, so calling them the same underlying issue is too strong. The 0.99 confidence is also not conservative given the limited evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "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": 24, + "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": "072a69dec880d1d13ccd10ee71674b829cf2d267a62a213cbc3fa4a0e4d17588", + "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 separate, content-free name/date reports about different people and have no shared technical context.", + "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": "Reject: the titles refer to different individuals and different dates, with no body, links, or technical overlap indicating 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": 24, + "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": "262c43dd436b5c3a16cb39ead57140fa98eb7d8c168cfbb5e65c40c59d7015a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated personal-name/date entries with no substantive overlap beyond a weak text similarity, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful canonical representative; they lack any bug report content, shared target, or actionable technical context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial name/date similarity is present; there is no evidence they describe 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": 18, + "component_count": 24, + "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": "b148aa95c9d8dd608295e49698597789d909ac5243ae94f19ddf9bcbadc072d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "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 not duplicates: one requests a new Qwen3_5 token-classification model head, while the other requests FP8 training support. They target different parts of the codebase and different user problems.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical duplicate exists here because the issues describe unrelated features rather than the same underlying bug/request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the broader platform-level request and is more likely to serve as a general tracking issue, but it still does not match issue 45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: adding Qwen3_5ForTokenClassification and FP8 training support are distinct requests with different code paths and deliverables." + } + ] + }, + "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": 24, + "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": "5bbf354b7657977f051317d17a0662f28063b4d7e2b33c95c8e1e5a5d9f24556", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate promotional dataset post and should not be merged with the example/request issues.", + "confidence": 0.98, + "canonical_issue_reason": "45870 is the best canonical for the 45870/45871 pair: the titles are identical, the bodies appear identical in size, and it is the earlier of the two.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest representative issue overall: it is a concrete, non-promotional request and has an exact duplicate in 45873, making it the cleanest issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset promotional post versus an example about financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a dataset promotional post versus an example about financial time series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same issue content: identical title and matching body size indicate the same underlying report." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related broadly to financial DataForge content, but they describe different concrete requests: an example prediction workflow versus a time-series plus scraping service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same issue content: identical title and matching body size indicate the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only exact-title, same-body-length pairs, and the cross-pair rejects stay conservative. 45869 is reasonably separated as a promotional dataset post based on its title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "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": "a40e94dffc66335b6466257e5af27b10239232d3450440124573a38398654d68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues point to static-cache failures around `linear_attention`: one reports a `KeyError: 'linear_attention'` in Qwen3.5, the other describes `early_initialization` producing wrong shapes and a downstream `RuntimeError`. They look like two symptoms of the same underlying cache/linear-attention bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader mechanism (`early_initialization`) and the concrete failure mode on linear-attention layers, making it more representative of the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best single representative for the cluster since it is more root-cause-oriented and not tied to one model name or one specific exception string.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": true, + "reason": "Accept: both reports involve `cache_implementation=\"static\"` and `linear_attention`; the differing exceptions (`RuntimeError` wrong shapes vs `KeyError`) are plausibly different manifestations of the same static-cache initialization bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdict is grounded in the packet and remains suitably cautious. The two issue titles clearly overlap on static cache and linear-attention behavior, and the summary uses conservative language like \u201clook like\u201d and \u201cplausibly.\u201d No unsupported stronger claim is made, so this cluster decision is acceptable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "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": "3b4db4726da128a87ef8d59519b3141c966119a60570c8c1bf22845b9ad5bcea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively the same report: identical title, same underlying Wav2Vec2CTCTokenizer v5 special-token leak, and no distinguishing evidence beyond one being open and the other closed.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is the open duplicate of the same report and has existing inbound references, making it the current tracking item.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue candidate since it remains open and appears to be the active thread for the exact same bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described bug; no evidence of a different scope or root cause, so this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: both issues have identical titles and body length, and 46552 is the open one with inbound references, so treating it as the canonical tracking issue is reasonable. The duplicate-pair verdict is also supported by the available evidence. The only mild caveat is that the packet does not explicitly label them duplicates, but the conclusion remains conservative enough." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "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": "e1750dd0113c7b6361f8464c624563dc5edce373414f69b6a391cf45c887fc20", + "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 both concern training object detection models, but they describe different failure modes: one is a tensor size mismatch error, the other is out-of-memory after several epochs. They do not look like duplicates of the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46657 is the better canonical anchor because it states a concrete, specific failure signature (tensor size mismatch) rather than a broader runtime symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the strongest representative for the cluster since it has the clearest actionable error description; #46692 appears to be a separate memory-related problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different concrete problems: tensor shape mismatch versus progressive OOM during RT-DETR v2 training. They share a training context but 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": 23, + "component_count": 24, + "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": "90f8519b5b9e74d6d0a200bf227d7991a85002706152401660dfc74c4f6b2886", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "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 different bug reports in the same broad area of model loading, but they do not describe the same underlying issue. The soft similarity is too weak to merge them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: 46822 is a ZeRO-3/zero.Init partitioning OOM during multi-GPU load, while 46823 is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. Different code paths and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "46822 is the stronger standalone report: it names the affected feature, concrete model path, and observed OOM, making it more actionable as a representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different problems: one is ZeRO-3 partitioning of a composite submodule causing OOM, the other is 4-bit auto device mapping incorrectly sending modules to CPU and raising ValueError. They 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": 24, + "component_count": 24, + "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-46906-2", + "nodes": [ + "issue:46906", + "issue:46940" + ], + "soft_pairs": [ + "issue:46906|issue:46940" + ], + "prepared_review_unit_hash": "3f5a85724b62e101f470f9be38056adbbd14794c409e51de5ae41fd897ed150a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1537, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1537, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two separate daily integration-failure triage issues for the same area, not the same underlying bug. The only evidence is title similarity and consecutive dates, so the duplicate link should not be accepted.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #46906 is the earlier thread and has higher inbound references, so it is the better canonical representative if one must be chosen for this triage cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#46906 is the strongest issue representative: it is earlier, more referenced, and appears to be the original daily triage ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Despite nearly identical titles, these are dated triage issues from different days; there is no concrete evidence they track the same underlying failure, 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": "pull_request", + "component_index": 1, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "78562ae6a34661f0144f578eb64e6ec6473dda89f4806b33ebb6b6e6eaa6fd98", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch VibeVoice, but they are not the same change: #40546 is the base VibeVoice integration, while #42781 extends the family with realtime/acoustic-tokenizer work and additional auto/processing/generation wiring. Related, but not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the core VibeVoice implementation, has substantial review activity, and is the more established integration target for the model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best overall representative of the cluster since it covers the foundational VibeVoice addition; #42781 is a later, narrower extension for realtime support rather than the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Not a duplicate: #40546 adds VibeVoice itself, while #42781 adds VibeVoice Realtime/acoustic tokenizer support and related auto/processing updates. They share files but target different concrete functionality and would not naturally collapse 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": 2, + "component_count": 39, + "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": "a72bbebdf8ec40e6af1ab029a6490826efb38e28b6e1f329e7b710e3f60aabbe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated feature additions: one adds covariate-based forecasting to TimesFM, the other adds image-classification support for DINOv3 ViT. They do not share the same underlying bug or change and should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, so there is no single representative change for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "No best PR: neither PR is a duplicate or near-duplicate of the other, and each stands alone as a separate feature change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features in different model families (TimesFM covariates vs DINOv3 image classification); no shared bug, code path, or mergeable unified 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": 3, + "component_count": 39, + "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": 39, + "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-41855-15", + "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", + "pull_request:46707", + "pull_request:46911" + ], + "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:46911", + "pull_request:43424|pull_request:46707", + "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:46911", + "pull_request:44827|pull_request:46707", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:45170|pull_request:46707", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46707", + "pull_request:44827|pull_request:46048", + "pull_request:43823|pull_request:46707", + "pull_request:43823|pull_request:46911", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "116c595826bb40af1c3323599487c49fb4910518d0a99dbda30e80aa0979dbc4", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42249, + "estimated_input_tokens": 10563, + "estimated_eval_tokens": 21382 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42249, + "estimated_input_tokens": 10563, + "estimated_eval_tokens": 21382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly loose text similarity, not true duplication. The only strong duplicate pair is the two `fixed_cross_entropy` PRs; the rest touch unrelated models, infrastructure, or docs and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No cluster-wide canonical PR exists; `pull_request:43251` is the best anchor because it directly targets issue 43240 and presents the more complete version of the same `fixed_cross_entropy` kwargs fix.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best representative PR in this cluster because it has the explicit bug reference and is the clearest standalone fix among the only true near-duplicate pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different features: Mistral tokenizer method additions vs adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated areas: tokenizer API additions vs ExecuTorch dynamic-shape export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different processor/auto-loading robustness work vs a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs fix vs adding MobileLLM are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper bugfix vs Mistral4 model/test updates are different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46911", + "accept": false, + "reason": "Dynamic export testing and Olmo3 RoPE changes do not fix the same underlying issue." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "ExecuTorch export tests vs native FSDP2 migration are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Different scopes: exportability test coverage vs Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export tests vs new MobileLLM model addition are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs a Python config-resolution fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM implementation vs Falcon output-interface refactor are different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model implementation vs a repository-wide model-creation skill doc are not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs model-creation tooling/docs are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model families and different fixes; not the same code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 test/model work vs Olmo3 RoPE per-layer configuration are distinct issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 model/test changes and FSDP2 migration are unrelated subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs CLIP-like weight-renaming normalization are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Model-specific test fixes vs serve chat parsing overhaul are unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "CLIP-style checkpoint renaming vs FSDP2 migration are not the same underlying bug or change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test PR and a model-creation skill PR do not represent the same artifact." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is not the same as adding the new-model creation skill." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes vs config-resolution order fix are unrelated." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration and native FSDP2 migration address different infrastructure problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model fixes vs TDT loss kernel support are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "New model implementation vs distributed/FSDP migration are different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46911", + "accept": false, + "reason": "MobileLLM addition vs Olmo3 RoPE changes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` helper by forwarding supported kwargs to `nn.functional.cross_entropy`; they are mergeable variants of the same underlying bug fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly identifies the only clearly mergeable duplicate pair as the two `fixed_cross_entropy` PRs, supported by the shared file and shared issue target, and the other pairwise rejections are appropriately narrow and non-speculative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 39, + "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": "49996c46fcba1d78ee1f7ff3f3cca0e2507e8583f5571aeb23af61db31d49450", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different maintenance PRs: one upgrades core GitHub Actions runners/tooling for Node 24 compatibility, the other upgrades docker/build-push-action versions. They overlap in workflow files but do not fix the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the clearer representative because it targets the explicit Node 24 compatibility upgrade across many workflows and includes multiple action version bumps.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the broader, explicit compatibility goal and touches more shared workflow infrastructure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different action families and different change goals: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action. They share workflow files but not the same concrete 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": 6, + "component_count": 39, + "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-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "bed3172c60f8dfa037e1a69b8bf81de98233370d80290b164c8f677d60b5bc75", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21198, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21198, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly separate model-introduction PRs, not duplicates. The only close pair is Step 3.7 Flash vs a WIP conversion/debug PR, but that second PR is auxiliary tooling/artifacts rather than the same mergeable library change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the best representative anchor: it is the substantive Step 3.7 Flash implementation/docs/tests change. The nearby PR 46658 is separate script/mini-model conversion work, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the strongest single representative of the cluster because it is a concrete, self-contained model addition with the clearest production-facing code changes; the others are distinct model adds and 46658 is only related tooling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are generic scaffolding, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo2) with unrelated implementation paths; overlap is only broad transformer plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families (ViT NEPA vs CTSM); similar repo-wide registration edits do not make this a duplicate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model integrations with distinct configs, processors, and tests, so they are not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; only generic docs/auto files overlap." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model implementations, not one duplicate bugfix/change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are unrelated model adds; shared auto-mapping edits are broad integration work, not the same underlying change." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Step 3.7 Flash library/model PR vs WIP mini-model conversion/debug scripts. They are related by model name, but not the same concrete code-path change and 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": 7, + "component_count": 39, + "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": "8cc95bec8adbd1c66cc99d4479b57cafc2866ea7511358f4d4130cbe7ac09dfc", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs in this cluster are unrelated despite superficial title similarity. The only credible duplicate pair is the two YOLOS fixes, which address the same device_map=\"auto\" device-mismatch path in the same file and could plausibly be merged together.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the better canonical PR because it contains the more complete YOLOS fix: it addresses the forward-path device mismatch and also adds the no-split module protection, subsuming the narrower 46886 change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the best representative of the YOLOS duplicate pair since it fixes the concrete runtime issue more directly and includes the broader safeguard in the same code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and unrelated changes; the shared title is just generic. One is Whisper tokenizer/test work, the other is CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenization changes are unrelated to the FP8 dequant/model-loading fix in different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "No shared underlying bug; Whisper decoding/test fixes do not match generation watermarking and cis-related behavior." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decoding changes are unrelated to the YOLOS device mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both are test/CI-related only in a very broad sense, but they fix different problems in different areas and are not the same underlying change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different model test files versus FP8 loading/integration changes; no shared concrete bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to generation watermarking validation and generation-utils changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different model test updates versus a YOLOS runtime/device fix; not the same bug or change." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading changes and Phimoe CI integration fixes are separate issues in different code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch unrelated subsystems: FP8 quantization/loading versus generation configuration validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No common code path beyond being model-related; FP8 dequant logic and YOLOS device placement are distinct bugs." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation fixes are unrelated to CI memory/device-map adjustments for Phimoe integration tests." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and different failure modes; watermarking config validation is not the YOLOS device mismatch issue." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe CI/device-map test infrastructure changes are not the same underlying bug as YOLOS model placement in forward." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch on the same file and same explicit issue target; 46922 expands the fix with the forward-path device correction while 46886 adds the no-split module safeguard." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The only supported duplicate pair is pull_request:46886 and pull_request:46922: they share the same file and explicit issue target, and 46922 clearly subsumes 46886 by adding the forward-path device fix while keeping the no-split-module safeguard. The other soft-edge rejections are also consistent with the diffs and titles; no overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 39, + "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": "f5a06500236b07f8fb5ba860987c82bf001b9bfb6a3aad7720b83be11abac0d7", + "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": "All three PRs are superficial '[don't merge]' test/CI changes with only broad workflow/test overlap; they do not look like the same underlying fix or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the broadest and most central of the three, but it is still a distinct workflow/test experiment rather than a duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "One is a setup.py/version-and-test-dependency tweak; the other changes a security-gate workflow trigger. They are unrelated code paths despite generic CI similarity." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 touches packaging/versioning and a ViT test; 43532 rewrites comment-driven CI/workflow logic and testing utilities. Shared test filenames are incidental, not the same change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-related, but they modify different GitHub Actions jobs for different purposes: self-comment CI vs PR security gate. Same broad subsystem, not the same concrete 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": 9, + "component_count": 39, + "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": "53f75cbaecd165684a1ff1eaff9006d503b39beb1ad281349be4ae7ed12cb398", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs add similarly named segmentation pipelines, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share some boilerplate/docs scaffolding, yet target different model stacks and code paths, so they should not be merged as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader and more representative change: it adds the visual segmentation pipeline, includes wider model coverage (SAM/SAM2/SAM3 Tracker/EdgeTam), and has the more complete test/doc surface.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the better cluster representative because it is the more substantial, end-to-end pipeline addition with broader integration work, while 43612 is a separate concept-segmentation feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They are not the same underlying change. One adds Promptable Concept Segmentation; the other adds Promptable Visual Segmentation with different filenames, model dependencies, and tests. Similar scaffolding alone is not enough to treat them 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": 10, + "component_count": 39, + "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": "53b9a6ad1d54d1e745839e6534027eee99b0764bb0ecd58ecce95e830a53c483", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `trainer.py`, but they address different trainer behaviors: gradient-accumulation loss scaling vs. signature-column filtering for input pruning. They are not the same underlying change, so the soft duplicate link should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: the two PRs solve unrelated trainer concerns. If one must be chosen as the most representative change, PR #43651 is the more concrete bugfix-style change focused on loss scaling behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger standalone candidate because it targets a specific training-step code path and changes the actual loss-scaling decision. PR #43663 is a separate refactor/override hook for signature-column filtering, not a duplicate of #43651.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but different code paths and goals: #43651 changes gradient-accumulation loss normalization; #43663 adds a helper for model signature-based column filtering. They are not mergeable as one 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": 11, + "component_count": 39, + "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": "535736ee10c5ddd7842f918f798d4d1e8d4414c4a9c3645c76f357e2cb6093cf", + "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": "The two PRs touch the same file but address different NameError causes in the CLI typing setup, so they should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the broader, earlier fix for a CLI typing NameError and makes the file compatible with postponed annotations; it is the better representative of this cluster if one PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the strongest standalone candidate because it targets the main TypeAdapter-related CLI annotation failure directly and includes the wider typing cleanup in the same code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both are in src/transformers/cli/serve.py, but they fix different problems: #43656 adjusts annotations/future imports for a CLI TypeAdapter-related NameError, while #43842 specifically guards a TypeAdapter annotation when pydantic is absent. They are related, 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": "pull_request", + "component_index": 12, + "component_count": 39, + "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": 39, + "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:44024", + "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:44068|pull_request:44116", + "pull_request:44018|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:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "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:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "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:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "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:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|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", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "74091ed89ce59ddb7a8b62d46212f87099b5ca8fa421587dd4b546f327ac5c20", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76941, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of separate model-specific output-tracing refactors, not one duplicate set. The only clear duplicate family is the GPT-J/CodeGen subgroup, plus one GPT-Neo pair; the rest touch different models and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best anchor for the duplicate GPT-J/CodeGen subcluster: it has the explicit issue link, covers the shared output-tracing code path, and is the clearest representative of the overlapping changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest representative of the shared change set: it is focused, well-scoped, and most directly matches the duplicated GPT-J output-tracing refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (FNet/CVT vs GPT-J); same tracking theme but not the same bug or change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and different code paths; both are output-tracing refactors, but not duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; one is effectively a variant of the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet vs EfficientNet; same subsystem theme, but separate model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; different models and different fixes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa V2 are unrelated implementations despite similar decorator migration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; same pattern, but not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model paths; not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same model file; this is the same underlying refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J and GPT-Neo are different models; similar decorator migration, but not the same PR-worthy change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; related theme only, not the same bug/change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model families; not mergeable as one fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same broad tracing theme, but different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different code paths and model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same area, but not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and WIP Flaubert are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; not the same bug or change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different models; same pattern but not a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR touch different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; same theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different models; similar output handling work, not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are not the same underlying change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are separate model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are separate model refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated model changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are not the same change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are separate model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and SegFormer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa V2 are separate code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 and TextNet are unrelated refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a broader variant of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change in the same file; 44722 subsumes the narrower variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet are different model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 and SpeechT5 are different model-specific fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 and ViTS are separate model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; similar standardization work, not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The accepted pairs are supported by shared files/code paths within the same model family, while the rejected pairs correctly treat different model families as separate changes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 39, + "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:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "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": "4f8e830a7fe77141294b43e7621bf7ce8146cab37c8c1c20c9e05ee9dbc33a17", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are thematically similar output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern: it explicitly adopts both capture_outputs and can_return_tuple and shows the standardized output-tracing changes in a concrete model implementation.", + "best_issue_reason": null, + "best_pr_reason": "No issue is present in this cluster. As a PR representative, 44073 is the best fit because it most directly expresses the common theme without being tied to a broader multi-model sweep or an unrelated explicit issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor family, but different models and separate forward paths; not the same underlying bug/change and not something that would plausibly merge into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but MPNet and VisualBert have distinct model-specific implementations; this is a shared pattern, not a duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model code paths and separate refactors; similarity is only at the framework-pattern level, which is too broad for duplicate merging." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "Both modernize output handling, but RegNet and SqueezeBert are independent model migrations with different implementation details, so they are not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "They both touch output collection, but SpeechT5 has a distinct attention/cache-related change and its own explicit issue target; not the same concrete 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": 39, + "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": "a5ffd7903f10a05d904856042c92cb9f61813d78552f324fe7d02ecad544a5e2", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-specific output-tracing refactors. They are thematically similar, but not duplicates of the same underlying bug or mergeable change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster because it is a cohesive output-tracing refactor spanning two closely related Mamba variants, making it the broadest canonical example here.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best overall representative of the set: it is substantial, self-contained, and closest to the shared tracing refactor pattern while still staying within one code family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`); not the same concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing cleanup, but they target different architectures and files; too broad to treat as duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations (`timm_backbone` vs `univnet`); no shared concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and model families; the overlap is only the generic tracing refactor pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are unrelated model paths; not mergeable as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both touch output capture, but on unrelated models (`mobilenet_v1` vs `univnet`) and different forward paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and implementations; same broad refactor theme is not enough." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific tracing changes (`mobilenet_v1` vs `depth_anything`); no common bug to merge." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "They update different encoder/vision models and do not fix the same code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper models and distinct forward signatures; not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; similarity is only the output-tracing refactor pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths and files; no duplicate underlying issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These are separate architecture-specific refactors; not one mergeable bug fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`); not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Unrelated models and implementations; broad tracing cleanup only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths (`univnet` vs `mamba`/`falcon_mamba`); not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Model-specific tracing refactors in different subsystems; no shared fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`upernet` vs `rwkv`); not the same bug or change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model implementations; same tracing theme does not make them duplicates." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba`/`falcon_mamba` and `superpoint` are unrelated; not mergeable together." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths and refactor scope; no single underlying issue." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated models; only the tracing refactor wording overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "These change different model implementations and forward signatures; not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and modules; too dissimilar to be duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are output-tracing changes, but one is depth-anything while the other is encoder-decoder plumbing; different code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers and separate files; not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and tracing mechanics; no shared bug to consolidate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are separate code paths; same broad theme only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); not a duplicate change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder/decoder wrappers, but they are distinct implementations with separate forward logic." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and files; no shared underlying bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate code paths and model families; not the same concrete fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); same pattern, not same change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model architectures and refactor scopes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model wrappers and code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated; no duplicate underlying issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations and forward behavior; not the same fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are different architectures; only the refactor theme is shared." + } + ] + }, + "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": 39, + "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": "610684c081f5b2a2fe56c2cf3ff077728388bdbbbc3cec0b3934622d5b05bef2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both model-addition implementations with overlapping boilerplate, but they target different models and code paths (PenguinVL vs. Voxtral TTS), so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes: PR 44662 adds PenguinVL, while PR 45401 adds Voxtral TTS. The shared files are just common integration points (auto registries, docs, __init__), not evidence of the same bug or mergeable 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": 39, + "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": "8a3101191c4371b5874feb102dda17bbe0641fe7361bca36f9947112242a011e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one alters a PR-documentation workflow to convert PRs to draft, while the other changes a CI caller branch and makes unrelated code/workflow edits. The shared \"try\" language is too generic to link them as the same fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46845 is the better representative PR because it has a clearer, concrete CI/code change set; pull_request:44965 looks like an unrelated workflow experiment and is less representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46845 is the best standalone PR in this cluster because it has a more substantive, identifiable change (CI branch routing plus a code edit), whereas pull_request:44965 is a different workflow change with no overlap in bug or code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes and different code paths: draft-conversion workflow vs. smaller-group CI/config/code edits. Shared wording is incidental, not a duplicate signal." + } + ] + }, + "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": 39, + "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": "85b9899d89b1f7faf1838539642e0b127db88208fb58f84224c0a28b8d010a02", + "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 PRs are related by the broad theme of module/kernel fusion, but they target different abstractions and likely different code paths: one adds a new low-level Module Fusion API, the other adds KernelConfig-based n-to-1 fusion wiring and example usage.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the broader and more user-facing change, wiring `KernelConfig` through model loading and integration code with an example, whereas PR 44979 introduces a separate `module_fusion.py` API and tests for module chaining.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the best representative of the cluster because it spans the end-to-end fusion feature surface and has the clearest integration story; PR 44979 is a distinct API-layer effort rather than the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both concern fusion, but 44979 adds a new module fusion API while 45363 implements KernelConfig-driven n-to-1 fusion in model loading; they are not the same underlying bug/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": 18, + "component_count": 39, + "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": "ee66ba490bacbee18e5a7a57a9c8910b04376da73b52027932593e07cc3f73f7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests patch the same Mistral regex bug in the same code path, with nearly identical code changes; one just adds tests and a slightly clearer title. This is a clear duplicate PR pair.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but is more complete: it includes the regression test file and has the clearer, more specific title.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest representative of this cluster because it fixes the same AttributeError in the same function and also adds tests, making it the most complete version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in `_patch_mistral_regex`/`tokenization_utils_tokenizers.py`, same explicit issue target, and nearly identical diff; the second PR only adds tests and minor polish." + } + ] + }, + "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": 39, + "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": "9d53d817844dcef86b6bafdee7a05933c6b1a6bc953fdc417237303a9518ff05", + "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 about Nemotron H, but they address different changes: #45115 is a refactor/conversion-mapping update around inheriting GraniteMoeHybrid and weight renaming, while #45569 is the larger model split/documentation update adding dedicated dense/sparse variants and test/docs coverage.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the more complete and user-facing NemotronH change: it introduces the dedicated dense/sparse model packages, updates auto-mapping and docs, and includes tests. #45115 is narrower and more implementation-specific.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best single representative of the cluster because it covers the broader end-state change for NemotronH architecture support, while #45115 is a partial refactor focused mainly on conversion/mapping internals.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH files, but the concrete work differs: #45115 is about refactoring/inheritance and checkpoint key conversion, whereas #45569 adds separate dense/sparse model variants plus docs/tests. They are related but not the same underlying fix/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": 20, + "component_count": 39, + "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": "50ce102d7d2d939c2d383a4956b84bdb55e156e76de46ce5688db29d88a9d465", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are closely related, but not duplicates: 45333 covers per-layer heterogeneous configuration only, while 45332 is a broader umbrella that also adds modeling/runtime support. They overlap on config/docs/tests, but they are not the same standalone change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more complete feature PR: it includes the configuration work from 45333 plus additional heterogeneous modeling/runtime changes, so it is the best representative if one PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best overall PR in this cluster because it covers the full feature surface and subsumes the narrower configuration-only work in 45333.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: 45333 is a subset of 45332, not the same concrete change. They share heterogeneous config/docs/tests, but 45332 also introduces separate modeling/runtime support, so they are not merge-equivalent 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": 21, + "component_count": 39, + "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": "76d3f36bc1eb7efdce7771498757103aca41ecb769c49eb1d28d5c1d1a74a4ec", + "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 both typing-related pull requests, but they address different scopes: one is a broad repo-wide type-checking sweep, the other is a targeted typing/refinement change around modeling_utils and related protocols. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more self-contained canonical representative: it focuses on specific typing protocol/alias fixes in _typing, modeling_utils, and related utilities, whereas 45415 is a much broader annotation sweep across many files plus type-checking config churn.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the best representative PR for this cluster because it is narrower and more coherent, making the underlying change easier to understand than the broad type-checking pass in 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not treat as duplicates. 45415 is a broad repo-wide type annotation/type-checking cleanup, while 45425 is a focused typing change around modeling_utils/_typing and related protocol definitions. Shared files like modeling_utils and utils/check_types are not enough to make them the same concrete 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": 22, + "component_count": 39, + "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": "132c9a71614f9aaa0fbfc72e93a6678b00d607d75514697c0141f7b0b666762a", + "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 PRs are related by expert-parallel loading, but they fix different bugs on different code paths: 45548 preserves distributed_config/has_ep for EP + ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during FSDP2 post-shard handling.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45548 is about config propagation and EP detection for accelerate/ZeRO-3, while 45662 is a separate FSDP2 overwrite bug in model loading.", + "best_issue_reason": null, + "best_pr_reason": "45662 is the stronger representative of the cluster\u2019s concrete bug-fix work because it targets a specific overwrite path in loading and includes the direct fix in the relevant codepath.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention EP and touch modeling_utils, but the underlying bugs differ: 45548 preserves distributed_config and adds has_ep for EP + ZeRO-3 loading, whereas 45662 wraps sharded params post-load to stop FSDP2 rank-0 broadcast from overwriting experts. Not the same fix and not 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": 23, + "component_count": 39, + "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": "c9e8500181a5d9912bdccaf34142fb280a57bf0f6e727ffbe0b5de48f5904d37", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same xdist-related captured_info logging problem and share the same issue. One fixes the writer side by making the debug log file worker-safe; the other includes that fix plus CI-side aggregation so all captured_info shards are preserved.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it addresses the full end-to-end captured_info xdist collision story: it changes the test utility output path and also updates the workflow to collect multiple captured_info*.txt files instead of assuming a single file.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the cluster since it covers the concrete bug fix and the CI log-preservation follow-up, making it the most complete single change set for this issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying captured_info artifact collision under pytest-xdist and would plausibly be merged together: 45639 makes the output file worker-safe, while 45645 applies the same fix and updates CI to read all captured_info shards." + } + ] + }, + "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": 39, + "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": "ffe8aa4c97b1b82d0a451e7457293c27ba959b43124a22b467e54dc776749782", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are both broad lint-rule/modeling sweeps, but they target different problems: TRF003 tuple-return cleanup vs TRF018 modeling initialization rule. Shared filenames are incidental and do not indicate the same change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR stands out as a duplicate canonical; if forced, PR 45720 is the more self-contained change, but it is still unrelated to PR 46259.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: these are different lint-rule implementations affecting different code paths. 45720 adds can_return_tuple / return_dict handling across model forwards, while 46259 changes weight initialization logic across model classes. They do not look mergeable into one PR for the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 39, + "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": 39, + "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-45932-3", + "nodes": [ + "pull_request:45932", + "pull_request:46100", + "pull_request:46891" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100", + "pull_request:45932|pull_request:46891", + "pull_request:46100|pull_request:46891" + ], + "prepared_review_unit_hash": "92f2b019c7e6326b0d47fb2fb2a6409532b450c57580a8a3a4e631c041a7b067", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct open PRs that only overlap loosely on CI/test infrastructure. One is a grafana/OTel + model-embedding tweak PR, one is a broad test-migration PR, and one is a focused PEFT integration CI PR. They do not look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs target different code paths and only share broad CI/test themes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46891 is the narrowest and most self-contained CI/test change, but it is still not a duplicate of the other two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Both touch tests/CI, but 45932 is a grafana/OTel plus model-code change while 46100 is a test-migration PR for AltCLIP/ViT kernels; different underlying changes." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46891", + "accept": false, + "reason": "45932 changes AIMv2/auto-mapping/model files and workflow secrets, whereas 46891 is PEFT integration CI/test wiring; not the same code-path problem." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46891", + "accept": false, + "reason": "46100 is a broad model test migration, while 46891 is a PEFT integration CI PR; 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": 27, + "component_count": 39, + "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": "a5fa8a01e2998b868162d3105b1cdb3c1411a3349f73d5a377da6137e8dc2471", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "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 touching many unrelated areas. The shared files are not enough to treat them as the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more concrete, self-contained change: it targets EP routing/Trainer integration with a small set of directly related files.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative of a specific code-path change; PR 46269 is too broad and multi-purpose to serve as the canonical example for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are incidental; 46126 implements EP/Trainer integration, while 46269 is a large branch-base PR spanning CI, FSDP, MoE, and distributed internals. They do not look like the same concrete bug fix or mergeable change set." + } + ] + }, + "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": 39, + "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:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "66e414c1c16ace34c46ee6f0cf177e86bc988621527c7ae8a868bd38d3699a4e", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-maintenance PRs. The only dense subgroup is pr-ci-security-gate.yml, but even those PRs make different changes (checkout/diff logic, permissions, comments, secrets handling), so none should be deduplicated.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "If forced to pick an anchor, #46554 is the most substantive baseline because it changes the actual security-gate logic; however, the surrounding PRs are not true duplicates of it.", + "best_issue_reason": null, + "best_pr_reason": "#46554 is the best representative PR in the cluster because it makes the core behavioral change in the security gate workflow, while the others are narrower or unrelated workflow tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes: stdin handling in self-comment CI vs security-gate checkout/diff logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflows; one fixes comment piping, the other changes pr-ci-security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different code paths: comment piping in self-comment CI vs a note/comment-only change in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different behavior: stdin handling vs secrets handling in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are shell-quoting style workflow edits, but they touch different jobs and different bug contexts, so not the same change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and purposes: SSH runner hardening vs benchmark trigger conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH runner security hardening is unrelated to anti-slop permission placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and fixes: SSH runner environment hardening vs reviewer assignment checkout ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different security concerns; not the same underlying bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner changes are unrelated to pr-ci-security-gate permission and approval adjustments." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions and benchmark dispatch support are unrelated workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated fixes: anti-slop permissions vs assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflows; permission cleanup in anti-slop is not the same as shell quoting in build-ci-docker-images." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes; only broad CI-related similarity." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behavior: reviewer assignment checkout vs benchmark dispatch trigger." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow jobs and different code paths; not a duplicate fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers checkout ref change is unrelated to pr-ci-security-gate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated changes: benchmark dispatch vs build-image message handling." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark trigger logic is unrelated to pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow shell tweaks, but they address different scripts in different jobs and should not be merged as one fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes: message parsing in build-ci-docker-images vs permissions/approval changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but one adds diff-based security checks while the other adjusts permissions and conditional approval; distinct changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one implements checks and the other only adds explanatory comments." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but one changes gate logic and the other changes secrets exposure; not the same fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same workflow, but permissions/if-guard changes are distinct from comment-only edits." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different changes in the same file: workflow permissions/approval gating vs secrets inheritance removal." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only workflow notes are not the same as changing secrets handling." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different fixes; no shared concrete bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-image shell quoting and pr-ci-security-gate secrets handling are unrelated." + } + ] + }, + "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": 39, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "1e845479a472e3543a2a2ce630ba912f60006a34c206fd72dc6aa7120d390309", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about replacing file-open source inspection with safer source access, but they target different code paths: one in import_utils, the other in modeling_utils. They are related in style/pattern, not the same underlying fix, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has a clearer, test-backed code-path fix in modeling_utils and explicitly scopes the behavior change to _can_set_*_implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone change here: the bug is concrete, the fix is localized, and the added tests make the intent and regression coverage clearer than the more infrastructure-oriented import_utils change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Related only by a broad refactor theme (avoiding open() for source reading). They touch different files and different mechanisms, so they do not look like the same underlying bug or a single 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": 30, + "component_count": 39, + "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": 31, + "component_count": 39, + "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": "495edeb83936fcb3be95f56c3799120d9832c5741d7a1f508a50f2bd79e9ca65", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4271, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4271, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two security-hardening PRs are related by theme, but they fix different path-traversal inputs in different loader code paths: one for sharded checkpoint shard names from `weight_map`, the other for `transformers_weights` explicit filenames from config.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate fixes for different untrusted filename sources and different resolution logic, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global duplicate representative because they address different underlying bugs; if forced, the sharded-checkpoint PR is slightly more self-contained, but it should not subsume the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal fixes, but they protect different code paths and different attacker-controlled fields (`weight_map` shard names vs `transformers_weights` explicit filename). They do not look like the same underlying bug and would 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": 32, + "component_count": 39, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "ac7e33615a5b090806b3fec85b304fdd6d575b20183b4d4130b751f5b59202b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same off-by-one bug in the right-side sliding-window mask (`-dist <= right_window_size` instead of `<`) for Moonshine streaming. PR 46546 is the broader, more complete patch and subsumes the narrower 46310 change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same Moonshine boundary fix as 46310 plus the related Gemma4 patch and tests, making it the more complete representative of this bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 best represents the cluster: it fixes the same concrete right-window boundary error, includes validation tests, and subsumes the narrower Moonshine-only PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs correct the same concrete off-by-one boundary in the sliding-window right mask for Moonshine streaming, and the larger PR could plausibly absorb the narrower one." + } + ] + }, + "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": 39, + "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-46376-6", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850", + "pull_request:46917" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46917", + "pull_request:46425|pull_request:46850", + "pull_request:46850|pull_request:46917" + ], + "prepared_review_unit_hash": "d850b05030086e47905668fe5f8c069cf0133061bf891a9f0d71cd2d87683413", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16838, + "estimated_input_tokens": 4210, + "estimated_eval_tokens": 8676 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16838, + "estimated_input_tokens": 4210, + "estimated_eval_tokens": 8676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All six items are distinct pull requests covering different features or fixes; none are true duplicates, including the suggested soft-accept between RADIO and deprecation cleanup.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46425 is the broadest standalone feature-addition PR in the set and is the most reasonable representative if a single PR must be chosen, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46425 is the strongest standalone PR here: it has a clear, self-contained model addition with substantial docs/tests/auto-mapping updates, making it the best representative of the cluster despite not matching the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Continuous batching multimodal support and HunYuan VL model onboarding are unrelated changes in different codepaths." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "One targets continuous batching internals; the other adds RADIO model support. Shared ML infrastructure theme is too broad to be a duplicate." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "RADIO model support and Nemotron Omni support are separate model integrations with different files and implementation goals." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46917", + "accept": false, + "reason": "Adding a new model and removing deprecated training/image-backend APIs are unrelated changes; they do not fix the same bug or add the same feature." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "RADIO model addition and Gemma masking bugfix touch different subsystems and solve different problems." + }, + { + "left": "pull_request:46850", + "right": "pull_request:46917", + "accept": false, + "reason": "Attention-mask boundary fixes and deprecation cleanup are unrelated; no shared concrete code-path problem." + } + ] + }, + "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": 39, + "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": "95970f2cdecc6593772497c5c47c0dd462b6eec05d1627b7c505f5b2e999d590", + "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-related PRs: one fixes CodeLlama decoding stripping real leading spaces, the other fixes DeepSeek model checkpoints loading the wrong tokenizer class. They share the broad tokenizer area but not the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46574 is the stronger canonical representative if one must be chosen: it is a narrowly scoped, concrete bug fix with an explicit issue link and a clear code-path change. PR #46580 addresses a different model-routing problem in auto tokenization.", + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the best single representative because its scope is precise and self-contained, whereas PR #46580 is a separate workaround for checkpoint-specific tokenizer-class selection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: CodeLlama decode-space stripping vs DeepSeek checkpoint tokenizer-class misrouting. They are not plausible duplicates or 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": 35, + "component_count": 39, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "3e3657c4b8a965c39fb6ba0a37a38a3b18fa82875a1a903cd69a6af537f9553f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral-tokenizer PRs, but they are not the same change: one refactors/moves `MistralConverter` into the Mistral integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. The overlap is mostly in shared tokenizer files, not a shared concrete fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46603 is the better canonical candidate because it is a focused, non-draft refactor with review activity, and its scope is narrower and more self-contained than the draft feature PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #46603 is the best overall PR in this cluster: it has the clearer, more isolated purpose and appears more mature than the draft PR #46604, which is a broader feature addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: both touch Mistral tokenizer code, but they implement different changes. #46603 moves `MistralConverter` into `integrations/mistral/`, while #46604 adds tekken tokenizer detection/conversion/save utilities. Shared files alone are not enough to treat them as the same underlying 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": 36, + "component_count": 39, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46937" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46781", + "pull_request:46773|pull_request:46937" + ], + "prepared_review_unit_hash": "6af44b5bcbdb4ed506689ac0da39231613d17fba4871366edd5b60e9ce6b081f", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 11147, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 11147, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by hybrid/stateful model infrastructure, but they fix different bugs in different code paths: chunked-prefill/speculative decoding, padding-mask handling for batch size 1, QuantizedCache layer construction, and assisted-generation rejection via _is_stateful.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items address separate defects and are not interchangeable as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46741 is the broadest representative of the shared hybrid-model/cache theme, but it still does not cover the padding-mask, QuantizedCache, or _is_stateful changes in the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Both touch hybrid/linear-attention model code, but 46741 fixes cache reuse in chunked-prefill/speculative decoding while 46773 fixes padding-mask application for batch size 1; distinct bugs and merge targets." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "46741 changes model forward/cache behavior for speculative decoding, whereas 46781 changes QuantizedCache construction in cache_utils for hybrid layer types; different failure modes and code paths." + }, + { + "left": "pull_request:46773", + "right": "pull_request:46937", + "accept": false, + "reason": "46773 corrects masking logic during forward passes, while 46937 only sets _is_stateful to reject assisted generation; related model family, but 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": 37, + "component_count": 39, + "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-46895-3", + "nodes": [ + "pull_request:46895", + "pull_request:46898", + "pull_request:46916" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46898", + "pull_request:46895|pull_request:46916", + "pull_request:46898|pull_request:46916" + ], + "prepared_review_unit_hash": "414133097fc55315c9020920ab925761e960b2357c186c2fe2f1926e7d79156d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7714, + "estimated_input_tokens": 1929, + "estimated_eval_tokens": 4114 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7714, + "estimated_input_tokens": 1929, + "estimated_eval_tokens": 4114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 46916 is the best canonical representative because it combines the same training-loss double-shift fix for both CohereASR and Florence2, subsuming the narrower single-model PRs. The two single-model PRs are related by pattern, but they are not the same concrete fix across the same code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "46916 is the most complete PR: it covers both model-specific double-shift loss fixes and thus subsumes the narrower CohereASR-only and Florence2-only PRs.", + "best_issue_reason": null, + "best_pr_reason": "46916 best represents the cluster because it unifies the same bug fix across both affected model implementations and is the closest superset of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46898", + "accept": false, + "reason": "Both PRs fix a similar double-shift training-loss pattern, but in different models (CohereASR vs Florence2). They are related by technique, not the same underlying concrete change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46916", + "accept": true, + "reason": "46916 includes the same CohereASR double-shift loss fix as 46895, so they overlap on the same concrete bug/change for that model." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46916", + "accept": true, + "reason": "46916 includes the same Florence2 double-shift loss fix as 46898, so they overlap on the same concrete bug/change for that model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 39, + "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-46907-6", + "nodes": [ + "pull_request:46907", + "pull_request:46908", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941" + ], + "soft_pairs": [ + "pull_request:46907|pull_request:46927", + "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46941", + "pull_request:46907|pull_request:46908", + "pull_request:46907|pull_request:46928", + "pull_request:46908|pull_request:46926", + "pull_request:46908|pull_request:46928", + "pull_request:46908|pull_request:46927", + "pull_request:46908|pull_request:46941", + "pull_request:46926|pull_request:46927", + "pull_request:46926|pull_request:46941", + "pull_request:46926|pull_request:46928", + "pull_request:46927|pull_request:46941", + "pull_request:46927|pull_request:46928", + "pull_request:46928|pull_request:46941" + ], + "prepared_review_unit_hash": "dd64fcb7768a2e9b08e68e1c15d0830017cfc91af3b9140e9e3b18a01dc87523", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 15311, + "estimated_input_tokens": 3828, + "estimated_eval_tokens": 7912 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 15311, + "estimated_input_tokens": 3828, + "estimated_eval_tokens": 7912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they touch different models and different failure modes (runtime kwarg handling, load/offload test setup, tokenizer registration, and a math fix). The soft-similarity links are misleading here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster mixes unrelated fixes across separate model code paths and test-only adjustments.", + "best_issue_reason": null, + "best_pr_reason": "46907 is the best standalone PR here because it fixes a concrete runtime model bug in `edgetam` rather than only adjusting tests or registry data.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models and bugs: `edgetam` drops a stray kwarg; `glm46v` casts `input_ids` to long. Not the same underlying fix." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "`edgetam` model kwarg cleanup vs. `minimax_m3_vl` test offload-folder workaround; unrelated code paths." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "Unrelated models and logic: `edgetam` kwarg handling vs. `dac` distance formula correction." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "`edgetam` runtime model fix vs. `deepseek_v32` test-only offload setup; not the same bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "`edgetam` model forward fix vs. `blip_2` tokenizer registry entry; different subsystems and failure modes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both are test load_error workarounds, but for different models and test files; not one underlying bug." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "`deepseek_v32` offload-folder test fix vs. `blip_2` tokenizer auto-registration; unrelated changes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46927", + "accept": false, + "reason": "`deepseek_v32` integration-test workaround and `glm46v` forward override address different issues." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46941", + "accept": false, + "reason": "Test offload handling vs. a model output mismatch math fix; not the same code-path problem." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "`minimax_m3_vl` test load workaround vs. `glm46v` input dtype fix; unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Different models and failure modes: test offload-folder workaround vs. DAC decoding formula correction." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "`minimax_m3_vl` test-only offload change vs. `blip_2` tokenizer pattern addition; not duplicate fixes." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46941", + "accept": false, + "reason": "`glm46v` input_ids dtype normalization and `dac` codebook distance fix are unrelated model bugs." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46928", + "accept": false, + "reason": "`glm46v` forward override vs. `blip_2` tokenizer auto-map update; different artifacts and purposes." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Tokenizer registry addition for `blip_2` is unrelated to `dac`'s output-mismatch math 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": 39, + "component_count": 39, + "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": "9385fbfe4723ed701b3c7254997ddf960fa60082ffdf378190befe95c588fc94", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-specific PRs that both fix unsafe dtype casting under quantization, but they target different code paths (Gemma4 vision/audio embedders vs. TimesFM 2.5 ResidualBlock). They are thematically similar, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46933 is the stronger canonical representative: it has an explicit linked issue, a clear concrete bug, and a focused fix in the Gemma4 embedders.", + "best_issue_reason": null, + "best_pr_reason": "PR 46933 is the best standalone PR in the cluster because it has the clearest issue linkage and a precise, self-contained quantization dtype fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Different models and different implementation sites; both fix the same general casting antipattern, but not the same underlying bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/manifest.json b/snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dcbdc5eb30d83f10aaaca88b72e988d942340a84 --- /dev/null +++ b/snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260628t060020z", + "artifacts": { + "hybrid": "snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-28T06:10:40Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260628T060020Z", + "variant": "hybrid" +} diff --git a/snapshots/20260628T060020Z/manifest.json b/snapshots/20260628T060020Z/manifest.json index d4fa617a26dc7cd75ceff7989c86870ffdfa0ca5..7939e6472868abbd48373edffab9721b9e4984e5 100644 --- a/snapshots/20260628T060020Z/manifest.json +++ b/snapshots/20260628T060020Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 34 }, "extracted_at": "2026-06-28T06:00:20Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260628t060020z", + "runs": { + "hybrid-model-20260628t060020z": { + "analysis_id": "hybrid-model-20260628t060020z", + "artifacts": { + "hybrid": "snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/manifest.json", + "model": null, + "published_at": "2026-06-28T06:10:40Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260628T060020Z", "watermark": {