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"evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46895, - "right_pr_number": 46903, - "code_similarity": 0.533, - "size_similarity": 0.404, + "left_pr_number": 46903, + "right_pr_number": 47090, + "code_similarity": 0.519, + "size_similarity": 0.433, "file_overlap": 0.333, - "area_overlap": 0.933, - "patch_similarity": 0.17, + "area_overlap": 0.867, + "patch_similarity": 0.192, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py" @@ -1839,13 +3665,13 @@ "left_ranges": [ [ 637, - 650 + 651 ] ], "right_ranges": [ [ 637, - 651 + 649 ] ] }, @@ -1854,30 +3680,29 @@ "left_ranges": [ [ 500, - 513 + 514 ] ], "right_ranges": [ [ 500, - 514 + 512 ] ] } ] }, { - "left_pr_number": 46895, - "right_pr_number": 46958, - "code_similarity": 0.779, - "size_similarity": 0.915, - "file_overlap": 1.0, - "area_overlap": 0.5, - "patch_similarity": 0.81, + "left_pr_number": 46903, + "right_pr_number": 47200, + "code_similarity": 0.319, + "size_similarity": 0.34, + "file_overlap": 0.333, + "area_overlap": 0.364, + "patch_similarity": 0.161, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "tests/models/cohere_asr/test_modeling_cohere_asr.py" + "src/transformers/models/cohere_asr/modular_cohere_asr.py" ], "shared_file_areas": [ { @@ -1885,7 +3710,7 @@ "left_ranges": [ [ 637, - 650 + 651 ] ], "right_ranges": [ @@ -1904,7 +3729,7 @@ "left_ranges": [ [ 500, - 513 + 514 ] ], "right_ranges": [ @@ -1917,40 +3742,17 @@ 508 ] ] - }, - { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", - "left_ranges": [ - [ - 35, - 41 - ], - [ - 176, - 214 - ] - ], - "right_ranges": [ - [ - 15, - 21 - ], - [ - 180, - 221 - ] - ] } ] }, { - "left_pr_number": 46895, + "left_pr_number": 46958, "right_pr_number": 47090, - "code_similarity": 0.819, - "size_similarity": 0.932, + "code_similarity": 0.742, + "size_similarity": 0.852, "file_overlap": 1.0, - "area_overlap": 0.783, - "patch_similarity": 0.389, + "area_overlap": 0.611, + "patch_similarity": 0.387, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py", @@ -1961,8 +3763,12 @@ "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 637, - 650 + 22, + 28 + ], + [ + 638, + 645 ] ], "right_ranges": [ @@ -1976,8 +3782,12 @@ "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 500, - 513 + 16, + 22 + ], + [ + 501, + 508 ] ], "right_ranges": [ @@ -1991,12 +3801,12 @@ "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", "left_ranges": [ [ - 35, - 41 + 15, + 21 ], [ - 176, - 214 + 180, + 221 ] ], "right_ranges": [ @@ -2009,24 +3819,29 @@ ] }, { - "left_pr_number": 46903, - 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] - ] - } - ] - }, - { - "left_pr_number": 46903, - "right_pr_number": 47090, - "code_similarity": 0.519, - "size_similarity": 0.433, - "file_overlap": 0.333, - "area_overlap": 0.867, - "patch_similarity": 0.192, - "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "left_ranges": [ - [ - 637, - 651 - ] ], "right_ranges": [ [ - 637, - 649 + 16, + 22 + ], + [ + 501, + 508 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", "left_ranges": [ [ - 500, - 514 + 15, + 21 + ], + [ + 180, + 221 ] ], "right_ranges": [ [ - 500, - 512 + 175, + 211 ] ] } ] }, { - "left_pr_number": 46958, - "right_pr_number": 47090, - "code_similarity": 0.742, - "size_similarity": 0.852, + "left_pr_number": 47090, + "right_pr_number": 47200, + "code_similarity": 0.733, + "size_similarity": 0.784, "file_overlap": 1.0, - "area_overlap": 0.611, - "patch_similarity": 0.387, + "area_overlap": 0.602, + "patch_similarity": 0.435, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py", @@ -2123,6 +3916,12 @@ { "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ + [ + 637, + 649 + ] + ], + "right_ranges": [ [ 22, 28 @@ -2131,17 +3930,17 @@ 638, 645 ] - ], - "right_ranges": [ - [ - 637, - 649 - ] ] }, { "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ + [ + 500, + 512 + ] + ], + "right_ranges": [ [ 16, 22 @@ -2150,30 +3949,20 @@ 501, 508 ] - ], - "right_ranges": [ - [ - 500, - 512 - ] ] }, { "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", "left_ranges": [ [ - 15, - 21 - ], - [ - 180, - 221 + 175, + 222 ] ], "right_ranges": [ [ 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47163, + 47166, + 47180, + 47181, + 47184 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-14 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-6 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -3394,6 +5308,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -3430,19 +5353,6 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, - { - "cluster_id": "cluster-46196-6", - "canonical_pr_number": 46196, - "duplicate_pr_numbers": [ - 46376, - 47034, - 47143, - 47163, - 47181 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46196-6 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46305-3", "canonical_pr_number": 46310, @@ -3476,35 +5386,23 @@ "duplicate_pr_numbers": [ 46895, 46958, - 47090 + 47090, + 47200 ], "target_issue_number": 46894, "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47188-6", - "canonical_pr_number": 47188, - "duplicate_pr_numbers": [ - 47189, - 47190, - 47191, - 47192, - 47193 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47188-6 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { "cluster_id": "cluster-46894-7", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 9 inbound references.", - "score": 181.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 11 inbound references.", + "score": 183.0 }, "best_pr": { - "cluster_id": "cluster-43979-11", - "pr_number": 44007, - "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 238.886 + "cluster_id": "cluster-43451-14", + "pr_number": 43451, + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 14 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1213.678 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index d3ecc833a4216e101766bfc0db49c8207f099bc2..7189528e856c64bd65639f427df1636d5182ba08 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260709T060021Z", - "generated_at": "2026-07-09T06:12:15Z", + "snapshot_id": "20260709T120026Z", + "generated_at": "2026-07-09T12:11:24Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -87,8 +87,8 @@ "issue:43638|issue:46165", "issue:43596|issue:44805", "issue:44805|issue:46294", - "issue:44805|issue:45161", "issue:46165|issue:46468", + "issue:44805|issue:45161", "issue:44560|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", @@ -97,8 +97,8 @@ "issue:43975|issue:44457", "issue:44292|issue:44457", "issue:44841|issue:46661", - "issue:43716|issue:46869", "issue:24643|issue:30277", + "issue:43716|issue:46869", "issue:34928|issue:44805", "issue:45685|issue:46869", "issue:45859|issue:45902", @@ -131,412 +131,406 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "2493bc3406d3d9830b264440aa39d0f4f870ed55698c6aa0f41c63feb968a406", + "prepared_review_unit_hash": "9153cad91d20d274d7c899d4acdfa6d7c872363de773e907fa3f3e3a9e3e0ddb", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46269, - "estimated_input_tokens": 11568, - "estimated_eval_tokens": 23392 + "serialized_chars": 46276, + "estimated_input_tokens": 11569, + "estimated_eval_tokens": 23394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and splits into a few small duplicate pockets rather than one broad duplicate set. The clearest overlaps are the two DeepSpeed ZeRO-3/BERT index errors, the torch 2.4.1 compatibility reports, and the Qwen3_5Moe rotary-embedding/offload reports.", - "confidence": 0.87, - "canonical_issue_reason": "No single canonical issue fits the whole cluster: the items span unrelated bug families (DeepSpeed/BERT, Qwen/Gemma/GPT-OSS, docs cleanup, export/runtime incompatibilities).", + "summary": "Most candidate links are false positives across unrelated model, runtime, and docs issues. I only consider two pairs true duplicates: the torch 2.4.1 incompatibility reports (45800/46515) and the Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports (43596/43638).", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45800 is the best canonical anchor: it states the incompatibility concretely (torch 2.4.1 vs transformers 5.8.0) and is the clearest representative of the accepted torch-version duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue; the cluster does not represent one underlying defect or change. If forced to pick a representative for the tightest subcluster, issue:43596 is the cleanest DeepSpeed ZeRO-3/BERT example, but it is not cluster-wide.", + "best_issue_reason": "45800 is the most actionable and specific issue overall, with the cleanest version-scoped title and the strongest fit for being the representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 problems: config attribute access vs streaming chat/completions failure." + "reason": "Different model/config failure vs streaming API failure; not the same bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated failures: AMD GPU support on GPT-OSS vs MPS histogram kernel on Int." + "reason": "Different models and platforms; AMD GPU failure is unrelated to the MPS Int histogram error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime bugs: Mistral dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Vision/text dtype mismatch vs AMD GPU issue; unrelated." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device issues, but on different models and different code paths." + "reason": "Different model/runtime path; both mention errors, but not the same underlying bug." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "GPT-OSS AMD GPU issue is not the same as the broken Nemotron example." + "reason": "Generic model failure vs official example breakage; unrelated." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific bugs: AMD GPU failure vs GraniteMoEHybrid invalid method call." + "reason": "Different model-specific failures; not mergeable as one fix." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch vs ONNX export failure; unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error and Qwen3Moe FP8 failure involve different models and mechanisms." + "reason": "ModernBERT export issue vs Qwen3Moe FP8 config failure; unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export problem is unrelated to Qwen3 auto device-map cuda assert." + "reason": "Qwen3 device-map CUDA assert is unrelated to ModernBERT ONNX export." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are separate issues." + "reason": "Task crash vs outdated RAG examples; different problems." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Model export to ONNX is unrelated to the GenerationMixin import breakage." + "reason": "ImportError for GenerationMixin vs ONNX export failure; unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they refer to different removed v5 references and look like separate cleanup items." + "reason": "Both are v5 docs cleanups, but they concern different removed topics and commands." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resuming local training with trust_remote_code are different training issues." + "reason": "TRL SFT embedding unpacking vs remote-code resume issue; unrelated." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training/trust_remote_code issue is unrelated to YOLO multi-GPU device-map failure." + "reason": "Remote-code resume bug vs YOLO multi-GPU device-map failure; unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Generic mask-shape IndexError and Gemma4 PLE device mismatch are not the same bug." + "reason": "Mask-shape mismatch vs Gemma4 device-mismatch forward failure; unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "BERT ZeRO-3 zero-size tensor error and mask/index shape mismatch are different failure modes." + "reason": "Zero-3 Bert index error vs generic mask-shape mismatch; not the same concrete failure." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed/BERT initialization failure is unrelated to resume-training with remote code." + "reason": "Zero-3 Bert index error vs remote-code resume issue; unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the BERT ZeRO-3 zero-size case and the mask/tensor mismatch are distinct." + "reason": "Generic mask-shape mismatch vs Bert Zero-3 index error; unrelated." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video apply_chat_template token/feature mismatch." + "reason": "Mask mismatch vs Qwen3.5 video token mismatch; unrelated." }, { - "left": "issue:44805", - "right": "issue:45161", + "left": "issue:46165", + "right": "issue:46468", "accept": false, - "reason": "These are different failures: mask shape mismatch vs GPT-OSS MoE tensor-parallel issue." + "reason": "Remote-code resume bug vs official example breakage; unrelated." }, { - "left": "issue:46165", - "right": "issue:46468", + "left": "issue:44805", + "right": "issue:45161", "accept": false, - "reason": "Remote-code resume training and Nemotron example breakage are unrelated." + "reason": "Mask-shape mismatch vs GPT-OSS tensor-parallel issue; unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-vl video StopIteration and remote-code resume training are different problems." + "reason": "Video StopIteration bug vs remote-code resume issue; unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export do not share the same underlying defect." + "reason": "BarkProcessor voice_preset bug vs ModernBERT ONNX export; unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed-related errors affecting different models and code paths." + "reason": "Different DeepSpeed-related failures; collective mismatch is not the same as index-out-of-bounds." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Near-identical DeepSpeed ZeRO-3/BERT zero-size tensor IndexError; same underlying initialization bug." + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure on BertModel; these are duplicate reports of the same bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy call issue is not the same as GPT-OSS MoE tensor-parallel failure." + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel issue; unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA weight merge/save/load inconsistency are unrelated." + "reason": "DeepSeek detokenization bug vs LoRA merge/save/reload mismatch; unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime error and LoRA merge/save mismatch are different issues." + "reason": "Qwen NVFP4 runtime failure vs LoRA model-output mismatch; unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are unrelated." + "reason": "Processor bug for Voxtral vs remote-code model_class/config_class error; unrelated." }, { - "left": "issue:43716", - "right": "issue:46869", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are different bugs." + "reason": "DeepSpeed weight-shape error vs collective mismatch; different failure modes." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:43716", + "right": "issue:46869", "accept": false, - "reason": "DeepSpeed training weight-dimension error and Jamba ZeRO-3 collective mismatch are distinct." + "reason": "Mistral-3 dtype mismatch vs YOLO multi-GPU device-map failure; unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to mask/tensor indexing errors." + "reason": "FSDP checkpoint recompute mismatch vs generic mask-shape mismatch; unrelated." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram kernel issue is unrelated to YOLO device-map failure." + "reason": "MPS histogram Int error vs YOLO multi-GPU device-map failure; unrelated." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding/offload-materialization bug around inv_freq handling." + "accept": false, + "reason": "Same module family, but CPU-offload incompatibility and uninitialized-memory after materialization are different bugs." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and CustomTrainer compute_loss signature break are unrelated." + "reason": "FSDP checkpointing mismatch vs unexpected compute_loss argument; unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 init failure and GPT-OSS tensor-parallel failure are not the same defect." + "reason": "Bert Zero-3 index error vs GPT-OSS tensor-parallel issue; unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and mechanisms: BERT ZeRO-3 index error vs GPT-OSS TP issue." + "reason": "Bert Zero-3 index error vs GPT-OSS tensor-parallel issue; unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method; unrelated." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime error does not match the GPT-OSS AMD GPU failure." + "reason": "Qwen NVFP4 runtime issue vs GPT-OSS AMD GPU issue; unrelated." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 inputs_embeds reverse-lookup issue and Qwen3.5 video token/feature mismatch are different problems." + "reason": "Reverse embedding lookup regression vs video feature/token mismatch; unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3TextConfig attribute regression with vLLM and Mistral regex patch crash are unrelated." + "reason": "Gemma3 sliding-window attribute error vs Mistral regex patch crash; unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same underlying torch 2.4.1 compatibility problem, with one report naming the paired transformers version explicitly." + "reason": "Same underlying torch-version incompatibility report; 46515 is the vaguer duplicate of 45800." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device mismatch and Gemma4 expensive reverse embedding lookup are separate forward-path issues." + "reason": "Gemma4 device mismatch vs expensive reverse embedding lookup; unrelated." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + "reason": "FSDP checkpointing mismatch vs Qwen3 device-map assert; unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic Torch 2.10 incompatibility and Qwen NVFP4 runtime error are not the same issue." + "reason": "Torch 2.10 incompatibility vs Qwen NVFP4 runtime bug; unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS TP failure are different model/runtime bugs." + "reason": "Phi-tiny-MoE autocast mismatch vs GPT-OSS tensor-parallel issue; unrelated." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing error and Mistral image-preprocessor dtype mismatch are distinct." + "reason": "Mixtral grouped_mm tracing error vs Mistral-3 image dtype mismatch; different code paths." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and different failure modes: autocast dtype mismatch vs NVFP4 runtime error." + "reason": "Phi-tiny-MoE autocast mismatch vs Qwen NVFP4 runtime bug; unrelated." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral dtype mismatch and MPS histogram kernel limitation are unrelated." + "reason": "Mistral-3 dtype mismatch vs MPS histogram Int error; unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram kernel issue are unrelated." + "reason": "GraniteMoEHybrid invalid method vs MPS histogram Int error; unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen NVFP4 runtime error and TRL SFT embedding unpack failure are different bugs." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different models and code paths: Mistral preprocessing dtype mismatch vs Qwen NVFP4 runtime error." + "reason": "Qwen NVFP4 runtime bug vs TRL SFT embedding unpacking bug; unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT input-embedding unpacking and GPT-OSS tensor-parallel failure are unrelated." + "reason": "TRL SFT embedding unpacking vs GPT-OSS tensor-parallel issue; unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy usage and TRL SFT unpacking failure are different issues." + "reason": "Liger Kernel cross-entropy call vs TRL SFT embedding unpacking; unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading issue and BERT ZeRO-3 loading issue are different model-specific bugs." + "reason": "Both are Zero-3 index-out-of-bounds reports, but Gemma3 and Bert load paths differ enough that this is not a safe duplicate." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they cite different removed v5 artifacts and do not look like one concrete change." + "reason": "Docs mention different removed v5 features; same cleanup theme, but not the same concrete issue." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Phi autocast mismatch and MPS histogram Int limitation are unrelated." + "reason": "Phi-tiny-MoE autocast mismatch vs MPS histogram Int error; unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy issue and Phi autocast dtype mismatch are different defects." + "reason": "Liger Kernel cross-entropy call vs Phi-tiny-MoE autocast mismatch; unrelated." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch vs compute_loss signature change; unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing recompute error and GenerationMixin import error are unrelated." + "reason": "FSDP checkpointing mismatch vs GenerationMixin import error; unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." + "reason": "GPT-OSS AMD GPU issue vs outdated RAG examples; unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy issue and mask-shape IndexError are unrelated." + "reason": "Liger Kernel cross-entropy call vs generic mask-shape mismatch; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering judgment is grounded in the packet and appropriately conservative. The summary reflects the evident heterogeneity of the issue set and only calls out the few duplicate pockets that are well supported by titles/body themes (notably 43596/43638, 45859/45902, and 45800/46515). Rejected soft-edge pairs are generally justified without overclaiming cross-model equivalence, so I don\u2019t see an evidence overstatement here." + "feedback": "The summary is grounded in the packet and the conservative rejections fit the available titles/similarity cues. The two accepted pairs are well-supported: 45800/46515 are clearly the same torch 2.4.1 incompatibility report, and 43596/43638 are both the same DeepSpeed ZeRO-3 Bert index-out-of-bounds failure. I did not see any soft-edge verdicts that overclaim duplicate status." }, "evaluator_used": true, "retried": false, @@ -650,292 +644,292 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "41bf79250edd13f14e700dc512d6051988b0f825e76ce5167477e01cbe31fabe", + "prepared_review_unit_hash": "6e6d6b15bb6b0eec67bda3530bc1340b9771fb0f84c27b9e68437af7415c1220", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40037, - "estimated_input_tokens": 10010, - "estimated_eval_tokens": 20276 + "serialized_chars": 40041, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated model-loading, runtime, and docs issues. The only clear duplicate-style match is the v5 AutoTokenizer token-ID regression, where a Granite-specific report is subsumed by a broader multi-model regression report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45920 is the best umbrella issue: it describes the same concrete tokenizer regression at a broader scope and subsumes the Granite-specific report.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-load, tokenizer, docs, device-mapping, and runtime failures. Only two soft edges look like true duplicates based on the same underlying regression surface.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45920 is the strongest representative if one must pick a canonical issue: it captures a broad tokenizer regression affecting multiple model families, whereas most other items are unrelated single-model or environment-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest representative for the cluster because it captures the shared, concrete v5 tokenization regression and is the broadest actionable duplicate target.", + "best_issue_reason": "Issue 45920 is the best global issue candidate because it is broad, high-signal, and clearly regression-oriented; it is more representative than the narrower model-specific reports in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention torch/version compatibility, but they describe different breakages and code paths, not the same bug." + "reason": "Different problems: torch/version incompatibility versus distributed-build support under USE_DISTRIBUTED=0." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "One is a vLLM/PaddleOCR-VL load failure; the other is a PyTorch distributed support regression. Different underlying problems." + "reason": "One is a vLLM model-load failure; the other is a PyTorch distributed build compatibility issue." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption versus missing text-encoder weights are different failure modes and likely different fixes." + "reason": "Both are load-time failures, but for different models and different failure modes." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but they involve different models and loading paths; not enough evidence of the same bug." + "accept": true, + "reason": "Both report the same ZeRO-3/empty-shard style index-out-of-bounds failure during model loading." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different symptoms and code paths: Gemma3 config attribute error versus Qwen3 auto device-map CUDA assert." + "reason": "Gemma3 config attribute error versus Qwen3 auto device-map CUDA assert; not the same bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern unrelated documentation changes." + "reason": "Separate documentation problems with different APIs and different broken references." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Storage type lookup failure is unrelated to the PyTorch distributed compatibility regression." + "reason": "Float8 storage lookup failure is unrelated to the distributed support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different tasks and failure modes; no shared concrete bug." + "reason": "AMD GPU execution failure and table QA crash are unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger kernel cross-entropy routing and Qwen3-VL video StopIteration are different code paths." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve Gemma/Qwen multimodal behavior, but the reported device-mismatch and video token mismatch are different bugs." + "reason": "Device-mapping mismatch and video token/feature mismatch are different multimodal bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor loading failure and PLE device mismatch are different code paths." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression and outdated RAG examples are unrelated." + "reason": "Tokenizer detokenization regression versus outdated RAG docs." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint versus ModelOpt compatibility are different issues." + "reason": "Checkpoint corruption/load issue is not the same as NVFP4 compatibility for DiffusionGemma." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "NemotronH checkpoint-loading failure is unrelated to a docs example update." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both are broad version-regression reports, but they target different concrete failures and code paths." + "reason": "Remote-code model breakage is a different regression from USE_DISTRIBUTED=0 support." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying v5 AutoTokenizer token-ID regression; 45920 is the broader umbrella report." + "reason": "Both describe the same v5 AutoTokenizer token-id regression, with 45920 broadening the affected model list." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes parameter incompatibility is not the same bug as the PyTorch USE_DISTRIBUTED regression." + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-build support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Model runtime error versus documentation issue; unrelated." + "reason": "Qwen NVFP4 runtime failure and docs RAG issues are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH load failure are not the same underlying bug." + "reason": "Different model families and different load failures; not a duplicate." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen3-family models, but the config attribute error and sliding-window issue are distinct." + "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a Qwen3-MoE model issue; too different to merge." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Similar IndexError wording, but different model setups and likely different root causes." + "reason": "Both are index errors, but the shapes, trigger, and model/setup context differ." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model loading and table-question-answering crashes are unrelated." + "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test loading failure for GLM-4.7-Flash versus checkpoint corruption for Ovis2 are different problems." + "reason": "GLM-4.7-Flash test loading issue is not the same as Ovis2 checkpoint corruption." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "One is torch compatibility in general, the other is a Pydantic config-field regression; different concrete failures." + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig-field break are separate compatibility regressions." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading and PretrainedConfig/Pydantic regression are unrelated." + "reason": "Whisper failure and pydantic model break are unrelated." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "A detokenization bug and a table-QA crash are different code paths." + "reason": "Tokenizer detokenization regression does not match the table QA crash." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 and chat, but the reported crash paths differ and are not clearly the same bug." + "reason": "Both involve Qwen3.5/chat surfaces, but the reported failures are different enough that they do not look like the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are versioned compatibility-style issues, but they do not describe the same failure." + "reason": "ZeRO-3 model-init index error and torch-version incompatibility are unrelated." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral tracing/grouped_mm failure is unrelated to YOLO multi-GPU device-map auto failure." + "reason": "Mixtral tracing grouped_mm failure is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different models and failures; no shared underlying bug." + "reason": "NVFP4 execution failure and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different model families and different runtime failures; not the same issue." + "reason": "Gemma3 config/sliding-window issue and Gemma4 device mismatch are different model bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and MPS histogram issue are unrelated." + "reason": "Chat/completions streaming failure and MPS histogram-not-implemented error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the Gemma3 config attribute error." + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding-window config problems." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing error and MPS histogram not implemented are different bugs." + "reason": "Mixtral torch-dynamo grouped_mm tracing failure is not the same as the MPS int histogram error." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are MoE/mixed-precision-related, but grouped_mm tracing and autocast dtype mismatch are distinct failures." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime issues." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading for Voxtral and template-node compilation error are unrelated." + "reason": "Processor failure for Voxtral and non-template-node compile error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are different bugs." + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are different bugs." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight tying bug in Mistral3 and checkpoint corruption in Ovis2 are unrelated." + "reason": "lm_head weight-tying issue and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the tensor-shape mismatch and ZeRO-3 zero-size indexing are different issues." + "reason": "Both are index-related, but they occur in different model-loading paths and have different symptoms." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-Attn fallback gating and remote-code config_class failure are different concrete code paths." + "reason": "Flash-attn fallback blockage and remote-code config_class failure are separate issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and broken PretrainedConfig field handling are different regressions." + "reason": "Missing pad_token_idx and pydantic PretrainedConfig-field break are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/version incompatibility and Gemma4 device-mismatch during forward are unrelated." + "reason": "Torch compatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-style relationship is 45812 \u0016 45920, and the umbrella/canonical choice is justified by the broader token-ID regression in 45920. The other pairwise verdicts appropriately avoid overclaiming shared root causes from title-level similarity alone." + "feedback": "The summary stays grounded in the packet and the two accepted soft edges are conservative. The 45812\u219445920 match is well supported by the titles, and 41762\u219443596 is a cautious same-failure-mode call rather than an overclaim. No obvious overstatement in the remaining rejections." }, "evaluator_used": true, "retried": false, @@ -1037,112 +1031,112 @@ "issue:45183|issue:46463", "issue:44863|issue:45005" ], - "prepared_review_unit_hash": "10b79f13ce77983483b7f179d0ccc599f72aa99ba75b3c555d29ed6fafcc7906", + "prepared_review_unit_hash": "adcc3fa3539f5cd795e0466293d41153812d0ae26d51a29067bfef7f914f4554", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36243, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "serialized_chars": 36245, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "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 bug reports. Only two soft edges look duplicate-like: the remote-code/custom-module cache collision pair, and the Qwen video-input regression pair.", + "summary": "Mostly a heterogeneous bundle of Transformers bug reports. I only see two likely duplicate pairs: the input-validation error-message reports and the Qwen video-input regression reports; the rest look distinct.", "confidence": 0.67, - "canonical_issue_reason": "issue:45632 is the clearest root-cause report in the strongest duplicate-like pair, with a specific cache-path collision explanation that matches the downstream wrong-module symptom.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45632 is the best representative issue here because it states the underlying bug most directly and can serve as the canonical target for the related wrong-module load report.", + "best_issue_reason": "Issue 45020 is the best broad representative of the repeated remote_code/custom-module loading regression theme, but it still does not subsume the unrelated indexing, multimodal, quantization, and docs reports in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL loading in vLLM vs GGUF support for gpt-oss." + "reason": "Different failures and model families: PaddleOCR-VL load error vs GGUF gpt-oss support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape/index errors, but the contexts differ: mask-length mismatch vs TRL SFT embedding unpacking." + "reason": "Both are IndexError-shaped, but they describe different code paths and different model/training setups." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different code paths and goals: torch-dynamo grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." + "reason": "Grouped_mm tracing failure in Mixtral is unrelated to GPT-OSS tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi MoE is unrelated to a streaming chat/completions failure on Qwen3.5-0.8B." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different bug from Qwen3.5 streaming inference failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "No shared bug: GGUF architecture support request vs Qwen streaming inference failure." + "reason": "GGUF gpt-oss architecture support and Qwen3.5 streaming inference are separate issues." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "One is an init_empty_weights argument regression; the other is a pydantic PretrainedConfig field breakage." + "reason": "Init-empty-weights/_is_hf_initialized type error is unrelated to the PretrainedConfig pydantic breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM from reserved memory growth is not the same as tied-weight issues in translation models." + "reason": "Int4 OOM from reserved-memory growth is not the same as tied-weights handling on translation models." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window handling is unrelated to the PretrainedConfig/pydantic issue." + "reason": "Qwen3-MoE sliding_window behavior is a different bug from the PretrainedConfig field regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but they involve different models and different failing paths." + "reason": "Both are index errors, but the mask-length mismatch and ZeRO-3 empty-tensor error are different root causes." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image preprocessor dtype mismatch is a different multimodal bug than video feature/token count mismatch." + "reason": "Image-preprocessor dtype mismatch and video token/feature mismatch are related only at a high level, not the same bug." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are different underlying problems." + "reason": "Remote_code breakage and torch/transformers version incompatibility are different categories of failure." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe Qwen video-input regressions with feature/token/template mismatch symptoms in the same model family." + "reason": "Both point to the same Qwen3.5 video-input regression: the broad v5.3.0 report and the concrete Qwen3.5-9B apply_chat_template mismatch look like the same underlying bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 embedding quality regression is not the same as nonsensical pipeline outputs/load behavior." + "reason": "SigLIP2 quality/embedding complaints are too vague versus the specific AutoModel/pipeline nonsense-output bug." }, { "left": "issue:46468", @@ -1154,109 +1148,109 @@ "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3/BertModel indexing error is a different issue than resuming local-model training with trust_remote_code." + "reason": "ZeRO-3 init index error and trust_remote_code resume failure are different loading/training paths." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized-memory rotary embedding are different bugs." + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory reads are separate model-initialization bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class error do not share the same root cause." + "reason": "Flash Attention 2 issues and remote-code config_class errors do not share the same underlying code path." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and failures: image dtype mismatch vs TRL embedding unpacking." + "reason": "Image-preprocessor dtype mismatch is not the same as TRL unpacking input-embeddings failure." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape failure is unrelated to Qwen3.5 embedding unpacking in TRL." + "reason": "FSDP weight-shape error and TRL input-embedding unpacking are different failures." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model Jupyter initialization and flash-attn2 fallback gating are different issues." + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 support/loading are unrelated." + "reason": "High perplexity on gpt-oss and the GLM5 issue are unrelated model reports." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same remote-code custom-module loading bug: cache/path collision leading to the wrong module being loaded after save/from_pretrained." + "accept": false, + "reason": "Both involve trust_remote_code/custom-module loading, but one is a leaf-directory cache collision and the other is a save/load wrong-module report; not clearly the same bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn2 fallback blocking." + "reason": "FineGrainedFP8Config on Qwen3Moe and flash-attn2 fallback blocking are unrelated configuration paths." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied lm_head weights and translation-model tied-weight regressions are not the same concrete bug." + "reason": "Tied lm_head weights in Mistral3 are not the same as translation-model tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer activation discussion and docs about a removed run command are unrelated." + "reason": "DSA indexer/ReLU discussion and docs about the removed run command are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different problem from tied-weight handling." + "reason": "Quantization offloading/OOM and tied-weights translation issues are different bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and documentation about a removed command are separate issues." + "reason": "A typo in cache strategies is not the same as outdated docs referencing a removed command." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight bugs." + "reason": "PagedAttentionCache on Qwen3.5 and tied-weights translation models are unrelated." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 TRL embedding issue and GraniteMoEHybrid invalid method are unrelated." + "reason": "TRL SFT input-embedding unpacking and GraniteMoEHybrid invalid-method calls are different code paths." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both concern validation/error messaging, but they target different validation paths and model families." + "accept": true, + "reason": "Both are about input_ids/inputs_embeds validation producing incorrect error handling; 46463 looks like the T5-specific instance of the broader XOR-validation bug." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + "reason": "NemotronH checkpoint loading and tied-weights translation regressions are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft edges are plausible duplicates from the titles and descriptions: the remote-code/custom-module cache collision pair and the Qwen video-input regression pair. The rest of the exclusions also look appropriately cautious." + "feedback": "Grounded overall. The summary stays conservative about the heterogeneous bundle, and the two accepted duplicate pairs are plausibly the same underlying bugs rather than overreaches. The false-pair rejections also read cautious and consistent with the packet." }, "evaluator_used": true, "retried": false, @@ -1357,20 +1351,20 @@ "issue:45685|issue:45823", "issue:45081|issue:45399" ], - "prepared_review_unit_hash": "ff2f8b2c2b34abd3f47657ee66414c5d9679aa743b9041df68f3926150ecba1b", + "prepared_review_unit_hash": "179feae4d5fcbff3bc0b71af86e678bc73b8ec07ea0dacdcff3e22bab7d76a84", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36504, + "serialized_chars": 36503, "estimated_input_tokens": 9126, "estimated_eval_tokens": 18508 }, @@ -1379,198 +1373,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and mostly not a single duplicate set. The strongest true duplicate-like matches are around non-persistent buffer corruption, StaticCache seq-length return type, and Gemma4 quantized embedder dtype casting; most other pairs only share a broad subsystem or model family.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 43950 is the clearest concrete bug report and the best representative of the strongest duplicate-like subcluster: the v5 non-persistent-buffer regression. Its wording is root-cause-oriented and it cleanly covers the closest soft match (44534).", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicates are the non-persistent buffer corruption reports, plus a separate cache-length tensor regression and a Gemma4 quantized embedder casting bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43950 is the clearest, most concrete statement of the non-persistent-buffer regression: it names the affected API (`from_pretrained`) and the failure mode (silent corruption of `register_buffer(persistent=False)` state).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the most suitable canonical representative because it describes a specific, actionable regression rather than a broad symptom report. The surrounding items are mostly separate bugs, so this is the cleanest anchor for the few true duplicates.", + "best_issue_reason": "Issue #43950 is the best representative issue overall because it is precise, root-cause oriented, and broad enough to subsume the near-duplicate buffer-regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model families and different failure modes; both are tokenizer-related, but not the same concrete bug." + "reason": "Both are tokenizer/model loading failures, but they concern different models and different failure modes; not the same bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different code paths." + "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder v1 output corruption and the other is CodeLlama leading-space round-trip loss; different underlying issues." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Doc/example mismatch plus quantization failure vs a quality regression in SigLIP2 embeddings; not the same bug." + "reason": "SigLIP2 doc-example errors versus worse text embeddings are related only at the model family level, not the same concrete bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying non-persistent-buffer regression in v5: both describe junk/corrupted values after loading." + "reason": "Both report the same Transformers v5 regression where non-persistent buffers are filled/corrupted with junk during loading." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer signature incompatibility vs DeepSpeed ZeRO-3 loading error; unrelated bugs." + "reason": "Unrelated errors: custom trainer loss signature mismatch versus Gemma3 DeepSpeed ZeRO-3 loading failure." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Remote-code config loading issue and buffer corruption regression are different code paths." + "accept": true, + "reason": "Same underlying regression: Transformers 5.x corrupts non-persistent buffers on load." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage-related, but the specific incompatibilities and error sources are different." + "reason": "Different quantization/storage incompatibilities affecting different code paths and error types." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "These appear to be the same Gemma4 quantized vision/audio embedder dtype-casting bug, with #46932 phrased as the fix." + "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is essentially a follow-up/duplicate." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different precision/backprop failures with different root causes and models." + "reason": "Both mention dtype/attention issues, but the concrete failures are different models and different mechanisms." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "A model-quality complaint about SigLIP2 is not the same as a generic tokenization-change report." + "reason": "One is a SigLIP2 embedding quality regression; the other is a tokenizer behavior change across versions." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer regressions, but they cover different models and appear to be separate concrete bugs." + "reason": "Both concern tokenizer regressions, but they affect different model families and likely different root causes." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is degraded embeddings; not enough to treat as the same bug." + "reason": "Different SigLIP2 problems: zero probabilities versus text embedding quality degradation." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same StaticCache.get_seq_length contract/type bug: returning a tensor instead of an int breaks downstream slice arithmetic." + "reason": "Same cache API contract bug: `get_seq_length()` returns a tensor instead of an int, breaking downstream slice arithmetic." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both mention bad values after materialization/loading, but the affected field and failure mode are different." + "reason": "Both involve buffer/materialization problems, but one is non-persistent buffer corruption and the other is uninitialized `inv_freq` after `to_empty`; not the same bug." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "The JAX-vs-HF discrepancy may relate to SigLIP2 quality, but the titles describe different concrete symptoms." + "reason": "Both are about SigLIP2, but one is low quality embeddings and the other is HF vs JAX implementation discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attention packed-sequence crash vs CPU-offload incompatibility in a rotary embedding; different issues." + "reason": "Different Qwen3.5 MoE issues: flash-attention packed-sequence misinterpretation versus CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is ineffective checkpointing and the other is int4 CUDA reserved-memory growth." + "reason": "Different training/memory regressions: LoRA gradient checkpointing ineffective versus int4 quantization reserved-memory OOM." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different bugs: per-layer rebuilt shared_kv_states KeyError vs uninitialized memory after to_empty materialization." + "reason": "Different Gemma/Qwen materialization bugs with distinct failing code paths and symptoms." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Loading-noise/logging issue vs actual model load failure; not the same bug." + "reason": "Generic loading noise versus a specific model loading failure; no shared underlying bug is evident." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-rank runtime error and early-stopping metric lookup are unrelated." + "reason": "Completely unrelated training/DeepSpeed error versus early-stopping metric lookup behavior." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs flash_attn import error on Python 3.13; unrelated." + "reason": "Different tokenizer-loading regressions: DeepSeek-Coder detokenization versus flash_attn import lookup on Python 3.13." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Noise/logging issue vs a tokenizer/model loading failure; different problems." + "reason": "Both mention loading problems, but one is logging noise and the other is a specific tokenizer/model load failure." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are separate issues." + "reason": "Different failures: bad AutoTokenizer error message for Voxtral versus missing `all_tied_weights_keys` on Molmo." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "The latter is a broad umbrella for remote_code breakages; the titles do not identify the same concrete bug." + "reason": "`trust_remote_code` missing fields is a specific symptom; the other is a broader umbrella report about remote-code breakage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and Qwen3Moe FineGrainedFP8 failure are unrelated." + "reason": "Different models and mechanisms: Gemma3 ZeRO-3 loading failure versus Qwen3Moe FP8 config failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention memory, but one is LoRA checkpointing ineffectiveness and the other is MoE training memory inefficiency." + "reason": "Both involve training efficiency, but one is LoRA checkpointing and the other is Qwen3 MoE memory usage; not the same bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression and flash-attn2 fallback gating are different subsystems and failures." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are different concrete bugs." + "reason": "Import/export API issue versus bitsandbytes parameter-construction incompatibility; unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different device/backend issues on different models; not the same code-path problem." + "reason": "MPS MoE histogram kernel error versus Gemma4 PLE device mismatch; different subsystems and failures." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash vs flash-attn2 fallback gating; unrelated." + "reason": "Tokenizer regex patch crash versus flash-attn fallback selection; unrelated code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of issue 43950 is supported by the strongest duplicate-like subcluster, and the accepted soft edges (43950/44534, 45987/46858, 46899/46932) are well-justified by the titles. The many rejected pairs also remain cautious and do not overclaim duplication from broad subsystem/model-family similarity." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate calls are well-supported by the titles and descriptions, especially the non-persistent buffer regression cluster, the cache-length contract bug, and the Gemma4 quantized embedder casting issue. The false pairs also read as cautious rather than overreaching." }, "evaluator_used": true, "retried": false, @@ -1669,208 +1663,208 @@ "issue:41093|issue:44805", "issue:41553|issue:44991" ], - "prepared_review_unit_hash": "a43ec01adb83087fc90124375732a945b6e254a0220820fe465a86c5009c51c5", + "prepared_review_unit_hash": "eff673fe9a9ddc520f6f7df95e24ec8b2fc7f147d7b5ad37308781a7012110e0", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35986, - "estimated_input_tokens": 8997, - "estimated_eval_tokens": 18250 + "serialized_chars": 35990, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only thematically similar (tokenizers, DeepSpeed, loading errors) but not clearly the same underlying bug. The clearest duplicates are the docs removals pair, the training-loss double-shift pair, and the `_is_hf_initialized` constructor-arg regression pair.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 46894 is the best canonical issue: it describes the shared training-loss double-shift regression in the most general form, and it is the broader report compared with the model-specific follow-up in 46897.", + "summary": "This set is mostly a grab-bag of separate Transformers issues with a few clear duplicate pairs. The strongest true duplicates are the v5 docs pipeline-removal reports, the `_is_hf_initialized` loading regression reports, the same mask-shape IndexError reports, and the training-loss double-shift reports. The rest are only loosely related by model family or subsystem and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46894 is the most connected and clearly scoped tracker among the duplicate-like items: it has the highest reference activity here and explicitly identifies the training-loss double-shift regression, with 46897 reading as the same bug on another model.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46894 is the strongest overall issue candidate because it captures a concrete, reproducible bug class, is open, and is broad enough to subsume the accepted duplicate-style follow-up (46897).", + "best_issue_reason": "Issue 46894 is the best representative issue in this set because it is specific, actively referenced, and already framed as the underlying bug pattern rather than just a one-off symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different failure modes; both are loading-related but not the same concrete bug." + "reason": "Different failures and model families; one is a Qwen3-VL weight_only load error, the other is a generic GLM5 report." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading problems, but one is a bad error message for Voxtral tokenizer loading and the other is a GLM-4V load failure." + "reason": "Both are model-loading complaints, but they target different models and different failure modes; too broad to call duplicates." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Unrelated bugs: remote_code compatibility regression vs. a device-mismatch forward pass issue." + "reason": "Remote-code regressions and a Gemma4 device-mismatch bug are unrelated concrete code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Both touch model/tokenizer loading, but the actual failures and code paths differ." + "reason": "One is an add-new-model-like tokenizer-mapping edge case; the other is a broad remote_code regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different runtime bug classes: autocast dtype mismatch vs. auto device placement mismatch." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and device-map mismatch in Gemma4 PLE are not the same bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Different subsystems and symptoms; tokenizer regression is not the same as remote_code loading breakage." + "reason": "Remote-code breakage and a Kimi tokenizer regression are distinct issues." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Related to Qwen/LoRA, but one is a version-compatibility failure and the other is a warning about tie_word_embeddings." + "reason": "Both mention Qwen/LoRA, but one is a version-compatibility loading failure and the other is a warning about tied embeddings; not the same defect." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model loading failures, but they involve different models and different missing attributes." + "reason": "Different model failures with different missing attributes/errors; no clear shared code path." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; not the same bug." + "reason": "Both are tokenizer performance regressions, but they concern different conversion directions and likely different hot paths." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Different problems: bitsandbytes/_is_hf_initialized incompatibility vs. multi-GPU device_map handling." + "reason": "An `_is_hf_initialized` constructor regression and a YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve AutoModel paths, but one is composite config unwrapping and the other is remote-code config_class lookup." + "reason": "Both involve AutoModel behavior, but one is a config-unwrapping issue and the other is a remote-code config_class AttributeError." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` constructor-argument regression during empty-weight / quantized model loading." + "reason": "Same underlying `_is_hf_initialized` incompatibility: both report unexpected-argument failures during model loading, just through different paths." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs issue: stale references to removed pipeline tasks in v5 documentation." + "reason": "Both are the same v5 docs regression: obsolete pipeline task references that should have been removed together." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both concern remote-code loading, but the reported failures are distinct and not one concrete bug." + "reason": "Related only at a high level (remote-code loading); the concrete failures and fixes are different." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions for DeepSeek-related models, but the titles point to different tokenizer mechanisms and fixes." + "reason": "Both are tokenizer regressions in DeepSeek-related models, but the specific bug descriptions and code paths differ." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different bug classes: tied weights in a multimodal model vs. non-persistent buffer corruption on load." + "reason": "A tied-weight bug in Mistral3 and a non-persistent buffer corruption regression are separate issues." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same training-loss double-shift bug pattern; 46897 is a model-specific instance of the broader regression reported in 46894." + "reason": "Same training-loss double-shift bug pattern; only the affected model differs, so they can plausibly be merged into one fix." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is failed weight conversion/loading and the other is gradient averaging with GAS." + "reason": "Both use DeepSpeed, but one is a weight-loading/MoE conversion problem and the other is gradient averaging with GAS." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "The titles are too broad to confirm the same root cause; one is a generic model-run failure and the other is a specific fbank feature issue." + "reason": "Whisper runtime failure and _torch_extract_fbank_features() are plausibly related, but the available evidence is not enough to confirm the same bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different runtime errors and different likely code paths; only the generic exception style is similar." + "reason": "Compute-loss signature mismatch and tensor mask shape mismatch are unrelated errors." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing support flag on a remote-code variant." + "reason": "Gradient checkpointing ineffective and missing gradient-checkpointing support flag are not the same concrete defect." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures in Qwen models, but the model variants and reported missing components differ." + "reason": "Both are ZeRO-3 loading failures, but the model families and missing-weight symptoms are different enough to keep separate." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different models and distinct loading issues; not the same underlying bug." + "reason": "Different model-loading failures for different architectures; no strong evidence of one root cause." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely unrelated: DeepSpeed training weight shape error vs. image processor segmentation-map handling." + "reason": "DeepSpeed training weight-dimension error and void-segmentation-map image processing are unrelated." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Same general video-regression area, but the titles point to different model scopes and symptoms without enough evidence of one root cause." + "reason": "Both concern video/Qwen models, but one is a broad input regression and the other is a specific StopIteration failure." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Unrelated: RLHF gradient explosion from position_ids/SDPA fallback vs. flash-attention sink handling crash." + "reason": "RLHF gradient explosion and flash_attention sinkless-model crash are unrelated." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Similar error shape, but not enough evidence they are the same underlying indexing bug." + "accept": true, + "reason": "These are the same mask/tensor shape mismatch error reported with the same symptom pattern, so they look like duplicate reports of one bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different models and describe different failure mechanisms." + "reason": "Both are tokenizer/loading complaints, but the model names and failure modes differ; not a duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The canonical choice of 46894 over 46897 is supported by the titles and the paired soft-edge acceptance, and the two other accepted duplicates are also well supported. The rejected pairs are phrased cautiously enough and do not overclaim shared root cause beyond thematic similarity." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted pairs are well-supported duplicate/near-duplicate reports, and the rejected pairs generally differ by model family, failure mode, or code path without overstating similarity." }, "evaluator_used": true, "retried": false, @@ -1962,8 +1956,8 @@ "issue:44910|issue:46858", "issue:36010|issue:42915", "issue:44560|issue:44918", - "issue:44683|issue:46515", "issue:43550|issue:44910", + "issue:44683|issue:46515", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", @@ -1973,157 +1967,156 @@ "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:45672|issue:46899", - "issue:44661|issue:44805", "issue:43632|issue:45834" ], - "prepared_review_unit_hash": "8c6789168336ae52e8274b445d757b45883aae11f30adb210c5302f6af0d8a05", + "prepared_review_unit_hash": "a5c2c6ade534d99176d0cc1ec3a810a2964eaad9b1f64513df925752cc6debc3", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37692, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "soft_pair_count": 34, + "serialized_chars": 37398, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only solid duplicate groups are 43645/43646 (Transformers 5 custom model initialization regression), 38175/43994 (Siglip2 bad/garbled outputs), and 45672/46899 (Gemma4 4-bit multimodal dtype-cast failure). The BertModel/ZeRO3 IndexError reports should be treated as separate issues; the related comparisons here are rejected.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43646 is the broadest clean statement of the confirmed Transformers 5 custom-model-initialization regression, and it better serves as the canonical representative than the narrower notebook-specific report.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only clearly duplicate-looking pair is the custom model initialization regression (43645/43646). Most other soft-similarity pairs share only a model family, subsystem, or broad symptom class, which is not enough to merge them conservatively.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43646 is the best canonical issue because it states the broadest form of the shared custom-model initialization regression in Transformers v5, and 43645 looks like a narrower manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single anchor for the only clearly duplicated v5 custom-model-initialization subgroup in this cluster.", + "best_issue_reason": "Issue 43646 is the best global issue representative because it is broad enough to subsume the closely related custom model init report while staying concrete about the failing path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different model families and failures; the image-preprocessor dtype mismatch is not the same bug as the broken official example." + "reason": "Different models and different failures; they are only loosely related by being model-specific bugs." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Same broad inference area, but different models and distinct failure modes." + "reason": "GGUF architecture support and an autocast dtype mismatch are separate concrete problems." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading are unrelated problems." + "reason": "Different code paths and symptoms: PagedAttentionCache crash vs NemotronH checkpoint loading failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading-related, but they affect different models and different code paths." + "reason": "Both are loading-related, but they affect different models and different failure mechanisms." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Same general Qwen/GGUF neighborhood, but not the same concrete bug." + "reason": "Same broad model family, but GGUF architecture support and sliding_window behavior are not the same bug." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "The BertModel ZeRO3 IndexError and a torch version incompatibility are different problems." + "reason": "A ZeRO3/Bert index error is not the same as a torch-version incompatibility report." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both mention rotary/position-state logic, but the models and failure mechanisms differ." + "reason": "Both involve position/rope concepts, but the model, trigger, and code path differ." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both involve loading, but one is an error-message issue and the other is a model-loading failure." + "reason": "Tokenizer/model loading is the shared area, but one is a bad error message and the other is a load failure for a different model." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated model-support/inference bug versus missing Float8 storage support." + "reason": "No shared concrete bug beyond both being runtime/model issues." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Bert/ZeRO3 training IndexError is unrelated to a torch compatibility issue." + "reason": "Different underlying problems: ZeRO3/Bert index error versus torch-version incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are audio-related, but they are different bugs and code paths." + "reason": "Both are audio-related, but the inferred embedding leak and empty-transcription failure are distinct." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but FSDP2 shared_kv_states and device_map auto mismatch are different failures." + "reason": "Same model family, but FSDP2 shared_kv_states rebuild and device_map mismatch are different bugs." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different root causes: FP8 config failure versus meta-device loading regression." + "reason": "FineGrainedFP8Config failure and meta-device loading breakage are separate regressions." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "A missing class import and a meta-loading breakage are not the same bug." + "reason": "A missing import and a meta-device loading issue are different code paths." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model families and different runtime errors." + "reason": "Different models and failure modes; no evidence they are the same bug." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to long-OCR indexing." + "reason": "Non-persistent buffer corruption and a long-OCR index error are unrelated." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "No shared code-path bug; a runnable script problem is not the same as GGUF architecture support." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5 custom-model-initialization regression; the notebook report is just a narrower scenario of the same bug." + "reason": "Both describe the same Transformers v5 custom model initialization regression; 43646 is the broader report." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "Different subsystems and failures: video StopIteration versus MPS histogram support." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both concern cache/position handling, but the concrete failure modes and stacks differ." + "reason": "Both involve cache/position handling, but they are different bugs with different triggers and backends." }, { "left": "issue:36010", @@ -2135,97 +2128,85 @@ "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Same broad model family, but a video StopIteration error is not the same as an SFT embedding-unpacking failure." + "reason": "Both are Qwen3.5-related, but video StopIteration and embedding unpacking are different issues." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Different torch-version issues with different symptoms and code paths." + "reason": "Different architectures and failure modes: torch.compile SDPA issue versus FlashAttention position_ids bug." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Different attention/backends and model-specific crashes." + "reason": "Both mention torch compatibility, but for different versions and different code paths." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Tokenizer regressions in different model families with different causes." + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same bug." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device placement bug and torch-version incompatibility are not the same issue." + "reason": "Gemma4 device mismatch is unrelated to a torch 2.4.1 incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping logic and a Gemma4 forward device mismatch are different bugs." + "reason": "Tokenizer mapping bookkeeping and Gemma4 device placement are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different model families and different shape/index errors." + "reason": "Different failure modes: video StopIteration versus mask shape mismatch." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same exact Siglip2 model, and both reports describe the same broken inference/output regression." + "accept": false, + "reason": "Same model, but the packet only shows two different symptom reports; that is not enough to conservatively merge them as the same bug." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but they are different models and different validation failures." + "reason": "Both mention config validation, but they affect different models and do not clearly share the same failing path." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Bert/ZeRO3 initialization is unrelated to tokenizer-mapping handling." + "reason": "A ZeRO3/Bert index error and tokenizer mapping logic failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different subsystems: Bert/ZeRO3 initialization versus tokenizer mapping." + "reason": "Deepspeed/Bert index error and tokenizer mapping failure are different concrete bugs." }, { "left": "issue:45672", "right": "issue:46899", - "accept": true, - "reason": "Both are Gemma4 4-bit multimodal dtype/quantization failures in the same code area and could plausibly be fixed together." - }, - { - "left": "issue:44661", - "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping logic and a mask/tensor shape mismatch are different bugs." + "reason": "Both are Gemma4 multimodal issues, but the 4-bit finfo error and unsafe dtype cast are distinct." }, { "left": "issue:43632", - "right": "issue:45823", - "accept": false, - "reason": "The _is_hf_initialized regression and Gemma4 device mismatch are different problems." - }, - { - "left": "issue:43638", "right": "issue:45834", "accept": false, - "reason": "Bert/ZeRO3 training IndexError is unrelated to OCR long-input indexing." + "reason": "The _is_hf_initialized regression and the Kosmos2.5 OCR index error are unrelated." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary overstates the evidence by calling the BertModel+ZeRO3 IndexError pair a true near-duplicate; the packet only shows those as separate issues and the soft verdicts reject the related comparisons. The other stated near-duplicates are grounded, but the overall summary should stay more conservative." + "feedback": "The cluster summary is mostly grounded, and 43645/43646 is a solid duplicate-looking pair. However, the analyst overstates one soft-edge verdict: 38175/43994 is accepted on the basis of the same model and broad output pathology, but the packet only shows two different symptom reports for siglip2-base-patch16-224, not enough to conservatively call them the same bug. Because the task requires conservative soft-edge judgments, this should be rejected." }, "evaluator_used": true, "retried": true, @@ -2253,7 +2234,6 @@ "issue:42915", "issue:43257", "issue:43317", - "issue:43425", "issue:43644", "issue:43645", "issue:43708", @@ -2262,7 +2242,6 @@ "issue:43856", "issue:43873", "issue:43931", - "issue:43957", "issue:43994", "issue:44075", "issue:44164", @@ -2271,7 +2250,9 @@ "issue:44451", "issue:44488", "issue:44534", + "issue:44661", "issue:44756", + "issue:44805", "issue:44863", "issue:44960", "issue:44977", @@ -2296,21 +2277,22 @@ ], "soft_pairs": [ "issue:42491|issue:43720", + "issue:44661|issue:44805", "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:41720|issue:42915", "issue:42915|issue:44756", "issue:42491|issue:45276", - "issue:44451|issue:44488", "issue:44960|issue:44977", + "issue:44451|issue:44488", "issue:44863|issue:46846", "issue:46459|issue:46512", "issue:45313|issue:45357", "issue:45507|issue:46468", "issue:43644|issue:43645", - "issue:39692|issue:43994", "issue:44488|issue:44991", + "issue:39692|issue:43994", "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42491|issue:45292", @@ -2323,226 +2305,225 @@ "issue:46897|issue:46901", "issue:45276|issue:45335", "issue:45488|issue:45812", - "issue:45362|issue:45406", - "issue:43425|issue:43957" + "issue:45362|issue:45406" ], - "prepared_review_unit_hash": "c4178ea60cac3c2d662601a6866e9f19028ce15c21b4f93c7cb2ede30f8cf4b0", + "prepared_review_unit_hash": "5eaca2d713c1b01a59ec4b4c1c482c21bcfd4f4c6a39e90547216d183890f4df", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35976, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "serialized_chars": 36033, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a set of distinct Transformers regressions, with a few clear duplicate pairs. The strongest matches are 43644\u219444534 (same non-persistent-buffer junk regression) and 45276\u219445335 (same resize_token_embeddings propagation bug); 46897\u219446901 also looks like the same training-loss double-shift pattern. The BERT loading pair 44451\u219444488 is only superficially similar and should not be treated as a grounded duplicate.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43644 is the cleanest canonical anchor: it describes the regression precisely, and 44534 is a near-exact duplicate about non-persistent buffers being filled with junk in Transformers v5.", + "summary": "Mostly heterogeneous Transformers regressions, not one duplicate cluster. I only see two clear duplicate pairs: the v5 non-persistent-buffer corruption bug, and the resize_token_embeddings / output-embedding update regression. The rest are model- or subsystem-specific failures that do not look mergeable into the same fix.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45488 is the broadest, most user-facing concrete regression here: a silent tokenizer break in v5 with multiple inbound references and a clear failure mode, while the other items split into narrower or unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best overall issue anchor because it is explicit, reproducible, and has the most direct duplicate match in the set.", + "best_issue_reason": "issue:45488 is the best single anchor for the set because it is open, well-referenced, and describes a concrete regression with wide model-family impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Related Qwen3/Qwen3-MoE area, but different bugs: LoRA compatibility across versions versus packed-weight unpacking during accelerate loading." + "reason": "Different model families and different failure paths: Qwen3 MoE LoRA loading vs BitNet packed-weight loading in accelerate." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated bugs: tokenizer-mapping handling vs a tensor mask shape mismatch in a model forward path." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different failure modes: device_map auto offload with dequantized models versus disabling mmap on Strix Halo to avoid OOM." + "reason": "Both mention loading/offload pain, but one is dequantized-model device_map failure and the other is mmap OOM on Strix Halo; not the same bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero-probability inference behavior and the other is a broken documentation example with processor/quantization errors." + "reason": "Same model family, but one is zero probabilities and the other is a docs-example model/processor mismatch plus quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Both describe the same Transformers v5 regression where non-persistent buffers are initialized with junk." + "reason": "Near-identical v5 regression about non-persistent buffers being filled with junk; same symptom and same fix surface." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3, but one is an auto-device-map cuda assert and the other is a FineGrainedFP8Config failure." + "reason": "Different concrete failures: auto device mapping cuda assert vs FineGrainedFP8Config loading on Qwen3MoE." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different issues: Qwen3 MoE FP8 failure versus mmap/OOM behavior on Strix Halo." + "reason": "Different subsystems and symptoms: FP8 config load failure vs mmap/OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE loading incompatibility is unrelated to Gemma4 resize_token_embeddings propagation." + "reason": "Both are Qwen/Gemma-adjacent model issues, but they concern different architectures and different bugs." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both are BERT-style loading failures, but the packet only shows similar symptoms for different checkpoints; that is not enough to claim the same underlying bug." + "reason": "Different model stacks and different failure modes: GLM5 vs Qwen3.5 flash-attention generation." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "Different models and failures: GLM5 versus Qwen3.5 flash-attention generation." + "reason": "Both are model-loading failures, but the titles point to different models and no shared concrete code path is evident." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel plan issues are unrelated." + "reason": "Different issues: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan omissions." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "One is a dtype-loading bug for composite checkpoints; the other is stale config dtype after from_config(dtype=...)." + "reason": "Related to dtype/config handling, but one is composite-checkpoint loading and the other is from_config dtype staleness; not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 problems: DeepSpeed ZeRO-3 weight loading versus incorrect visual encoder keys in save_pretrained." + "reason": "Both involve Qwen3.5 save/load regressions, but one is DeepSpeed ZeRO-3 weight loading and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid-method behavior and the Nemotron example breakage are different bugs." + "reason": "Different model implementations and failures: GraniteMoEHybrid invalid method call vs broken Nemotron example." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is a buffer-initialization regression; the other is a Jupyter notebook custom-model initialization problem." + "reason": "One is a buffer-initialization corruption bug; the other is notebook/custom-model initialization behavior. No same bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both touch SigLIP2, but one is a broken docs example and the other is a nonsensical-output report; not enough to treat as the same bug." + "reason": "Both are tokenizer-loading regressions, but for different model families and likely different root causes." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Both are tokenizer/loading issues, but for different model families and different failure modes." + "reason": "SigLIP2-related, but docs-example errors vs inference producing nonsensical results are not the same concrete bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight-conversion with accelerate/deepspeed is unrelated to GLM-4.7-Flash loading in tests." + "reason": "Different models and code paths: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash unit-test loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory inefficiency and offloading/quantization behavior are related only broadly, not the same concrete bug." + "reason": "Both are memory/offload themed, but one is Qwen3 MoE training efficiency and the other is quantization/offloading behavior." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "A Qwen3 MoE compatibility issue is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Different model families and symptom scope; not the same loading or resize regression." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model families and different failure paths." + "reason": "Qwen3 MoE LoRA compatibility is unrelated to the resize_token_embeddings output-embedding bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different load failures on different models with different symptoms." + "reason": "Different load failures: unit-test loading for GLM-4.7-Flash vs weight-shape mismatch for Qwen3-VL-30B-A3B." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer max_steps resume logic and SGD args being ignored are unrelated." + "reason": "Training-resume step counting is unrelated to optimizer SGD arguments not being applied." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 quantization OOM regression." + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory OOM." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading/behavior and sinq save/load corruption are unrelated." + "reason": "Different models and storage/loading flows: GLM5 vs quantized sinq save/load corruption." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different serialization/loading failures: extra_state handling versus init_empty_weights passing an unexpected argument." + "reason": "Save/load extra_state handling and init_empty_weights _is_hf_initialized errors are distinct code paths." }, { "left": "issue:46897", "right": "issue:46901", - "accept": true, - "reason": "Both describe the same training-loss double-shift bug pattern, just in different model families." + "accept": false, + "reason": "Same broad error pattern, but these are model-specific training-loss bugs in different implementations, not one clear shared issue." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both report the same resize_token_embeddings bug where output embeddings are not updated." + "reason": "Same underlying resize_token_embeddings regression: output embeddings / decoder embeddings are not updated in related model implementations." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions for different model families and different root causes." + "reason": "Both are tokenizer regressions in v5, but they affect different model families and stem from different tokenizer-path changes." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "A Qwen3.5 chat crash and a Gemma4Processor missing _tokenizer error are not the same bug." - }, - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Torch version incompatibility and meta-device loading regressions are distinct issues." + "reason": "Different crashes: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in transformers serve." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the pair judgments are conservative and well-grounded, especially 43644\u219444534, 45276\u219445335, and the false negatives. However, the 44451\u219444488 verdict overstates the evidence: the packet only shows two separate BERT-style model-loading failures for different checkpoints, which is similarity, not a grounded duplicate claim. The summary also leans a bit too hard on that BERT pair by calling it a clear duplicate candidate. Rephrase that as tentative or drop it." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The two accepted pairs are strongly aligned by title and bug pattern, while the rejected pairs mostly differ by model family, subsystem, or concrete failure mode. No clear overstatement of evidence stands out, though the \u2018broadest\u2019 characterization for issue:45488 is somewhat judgmental rather than strictly provable from the packet." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2569,6 +2550,7 @@ "issue:43335", "issue:43381", "issue:43404", + "issue:43425", "issue:43454", "issue:43645", "issue:43828", @@ -2609,6 +2591,7 @@ "issue:46829" ], "soft_pairs": [ + "issue:43425|issue:43957", "issue:44910|issue:45588", "issue:44402|issue:44488", "issue:39692|issue:44960", @@ -2628,8 +2611,8 @@ "issue:43335|issue:45663", "issue:44387|issue:44756", "issue:44863|issue:46468", - "issue:45276|issue:45292", "issue:44479|issue:44877", + "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:42796|issue:46326", @@ -2637,224 +2620,236 @@ "issue:45684|issue:45698", "issue:43854|issue:45216", "issue:43645|issue:44164", - "issue:45292|issue:45335", "issue:43828|issue:43957", + "issue:45292|issue:45335", "issue:44589|issue:44756" ], - "prepared_review_unit_hash": "c475d3722a2b520b44f1d5bdd09db9e12ae9a1fdb42b400b1b4396774bd6d32a", + "prepared_review_unit_hash": "456a8c0c2894b487dd9912f1b21ac19f6ff92f391217a0eb752217cb45cfd024", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36564, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37382, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model-specific Transformers bugs. The only clear duplicates are the resize_token_embeddings reports around output/decoder embeddings; the rest are too different in symptom or code path to merge as duplicates.", + "summary": "This cluster is mostly heterogeneous: most items are unrelated model-specific bugs. The only clear duplicate subcluster is the `resize_token_embeddings` propagation bug around `output_embeddings`/`decoder.embed_tokens`.", "confidence": 0.91, - "canonical_issue_reason": "Issue 45292 is the broadest, most general report in the resize_token_embeddings cluster, and it matches the same propagation failure described by the more specific Gemma4/t5gemma reports.", + "canonical_issue_reason": "`issue:45292` is the broadest, most general statement of the shared bug and cleanly covers the more specific variants in `issue:45276` and `issue:45335`.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the best canonical issue because it states the core API regression without narrowing to one model family, while 45276 and 45335 look like specific manifestations of the same bug.", + "best_issue_reason": "`issue:45292` is the best representative issue because it describes the core failure without narrowing to one model variant, making it the best umbrella duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: torch version incompatibility vs `meta`-device loading breakage." + }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but they describe different failures: packed-sequence position_ids misinterpretation vs s_aux=None AttributeError on sink-less models." + "reason": "Both touch flash attention, but they are different concrete bugs and code paths." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention tokenizer/model loading problems, but one is about vocab-size/pad-unk token placement and the other is a specific model load failure; not clearly the same bug." + "reason": "Different problems: tokenizer vocab mismatch vs a model load failure." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different models and different failure modes; one is a SigLIP2 doc example issue, the other is a GLM5 report." + "reason": "Unrelated issues: SigLIP2 docs example errors vs GLM5." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "One is an init_empty_weights/_is_hf_initialized TypeError, the other is mmap/OOM behavior on Strix Halo." + "reason": "Different areas: `_is_hf_initialized` init_empty_weights error vs mmap/OOM behavior." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Completely different models and code paths: Qwen3 auto device mapping vs AudioFlamingo3 batch leakage." + "reason": "Unrelated model/runtime bugs: Qwen3 device mapping crash vs AudioFlamingo3 batch leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Both involve model internals, but one is an FSDP2 shared_kv_states bug and the other is a from_config text_config unwrapping issue." + "reason": "Different code paths: Gemma4 FSDP2 attention state bug vs Qwen multimodal config unwrapping." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are about lm_head tying, but they affect different model families and don't clearly point to one shared code-path bug." + "reason": "Both are lm_head tying bugs, but in different model implementations with no clear shared code-path evidence." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and an apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization and memory, but one is offloading with quantization and the other is increased CUDA reserved memory/OOM under int4." + "reason": "Both involve quantization/memory, but the reported failures are different and not the same bug." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "General ModelOutput key assignment logic vs a specific ImageClassifierOutput hidden_states mismatch are not the same underlying bug." + "reason": "Both concern outputs, but the underlying defects are different ModelOutput issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different issues in different Qwen3.5 MoE components; one is FSDP2 state handling, the other CPU-offload incompatibility in rotary embedding." + "reason": "Different issues in different models: FSDP2 shared state vs CPU offload incompatibility." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "One is an init_empty_weights constructor-arg problem; the other is an MXFP4 loading/quantization fallback issue." + "reason": "Different quantization formats and failures: NVFP4 runtime error vs MXFP4 load/fallback behavior." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with PEFT LoRA and the other is eval-mode usage being disallowed." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode restriction." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + "reason": "Unrelated: import regression vs Whisper pipeline behavior." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and mmap/OOM on Strix Halo are different loading problems." + "reason": "Different resource/loading problems: `meta` loading vs Strix Halo mmap OOM." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Audio track leakage in AudioFlamingo3 and a Gemma4 device_map mismatch are unrelated bugs." + "reason": "Different bugs affecting different models and execution paths." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config construction and FSDP2 per-layer state rebuilding are different code paths." + "reason": "SwitchTransformers config construction bug is unrelated to Gemma4 FSDP2." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both end in OOM, but one is int4 reserved-memory growth and the other is a mmap-specific Strix Halo workaround." + "reason": "Both mention OOM, but the causes are different." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example being broken are not clearly the same defect." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "These are the same resize_token_embeddings regression: resized embeddings are not propagated to output embeddings / per-layer embeddings." + "reason": "Same family name, but load failure and broken example are not the same underlying issue." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "A video-input regression across Qwen VL variants and a granite_speech config-loading strictness issue are unrelated." + "reason": "Different model families and different regressions." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug; `45276` is a model-specific manifestation of the generic `output_embeddings` failure." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction and Qwen3.5 NaNs from 3D position_ids/SDPA fallback are different failures." + "reason": "Different checkpointing complaint vs a Qwen3.5 RLHF NaN/SDPA fallback issue." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap on Strix Halo." + "reason": "Save/load extra_state handling is unrelated to Strix Halo mmap OOM." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizer behavior, but BPE-marker handling and continue_final_message are distinct issues." + "reason": "Both are tokenizer-related, but the failures are different (BPE markers vs continue_final_message)." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash attention sinkless-model s_aux handling and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "Flash-attention sink-less crash is unrelated to Gemma4 FSDP2 attention state rebuilding." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model save permissions and loading the wrong custom module after save_pretrained are different bugs." + "reason": "Both involve custom model save/load, but one is permissions propagation and the other is wrong module resolution." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "A GLM-4.7-Flash load failure in tests and a Qwen3.5 save_pretrained regression are unrelated." + "reason": "Different models and different checkpoint/loading regressions." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization breakage and extra_state serialization handling are different problems." + "reason": "Custom-model notebook initialization issue is not the same as extra_state save/load failure." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to `meta`-device loading." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings bug: the resized embeddings are not being applied to decoder.embed_tokens/output embeddings." + "reason": "Direct duplicate: both report `resize_token_embeddings` not updating tied embedding/output paths." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and meta-device loading regressions are unrelated." + "reason": "Float8 storage resolution error is unrelated to the Strix Halo mmap/OOM bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The only duplicates the analyst clearly endorses are the resize_token_embeddings issues, and the rationale stays within the evidence available from titles/soft-pair similarity. No overstatement detected." + "feedback": "The summary is well-grounded in the packet: the cluster is indeed mostly heterogeneous, and the only clearly supported duplicate subcluster is the resize_token_embeddings/output_embeddings family around 45292, 45276, and 45335. The soft-edge calls are conservative overall, with the two accepts limited to that tight subcluster. " }, "evaluator_used": true, "retried": false, @@ -2958,20 +2953,20 @@ "issue:43856|issue:44756", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "c6d1f7fa745bc5cdb95f9d05c11249d8b8f25d65ebdb55d01a6a6255af99c68c", + "prepared_review_unit_hash": "89d109a5f94c56fac24611d4b863229994bacca81e6d8f2f88cc436c5f0ff99c", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37547, + "serialized_chars": 37545, "estimated_input_tokens": 9387, "estimated_eval_tokens": 19030 }, @@ -2980,198 +2975,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a single duplicate cluster; it spans many unrelated Transformers v5 regressions, tokenizer-loading failures, model-specific dtype/device issues, and a few docs/training bugs. None of the soft edges look like the same concrete change or bug.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers regressions across tokenizer loading, custom model initialization, dtype/device mismatches, training-loss bugs, and docs issues. No soft pair looks like the same underlying fixable bug, so all soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "If a representative is needed, issue 43646 is the broadest member of the custom-model-initialization subgroup; otherwise there is no true canonical because the cluster spans multiple unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest/generalized report in the set (custom model initialization regression) and is the closest thing to a representative issue, but the overall set is still too heterogeneous for a true canonical.", + "best_issue_reason": "Issue 43646 is the best single representative of the only coherent mini-cluster (custom model init / loading regressions), but it does not cover the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Different failure modes: custom model init in notebooks vs Trainer max_steps calculation when resuming with a changed batch size." + "reason": "Custom model initialization regression vs Trainer resume/max_steps calculation; different code paths and symptoms." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is a vocab/special-token mismatch and the other is a model-specific load failure; not the same bug." + "reason": "Tokenizer vocab-size inconsistency vs model/tokenizer loading failure for a specific model; not the same bug." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Both mention a double-shift loss pattern, but they are different model implementations and do not look like one shared code-path fix." + "reason": "Both mention double-shifted training loss, but they are model-specific reports without evidence of one shared underlying code path." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch-version incompatibility vs autocast dtype mismatch; related area, but distinct bugs." + "reason": "Generic Torch 2.10 incompatibility vs autocast dtype mismatch in one model; related theme, but different failures." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer conversion slowdown vs leading-space round-trip regression; unrelated behavior." + "reason": "convert_tokens_to_ids performance regression vs CodeLlama leading-space round-trip regression; unrelated tokenizer behavior." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token ID regression and slow convert_tokens_to_ids are separate tokenizer issues." + "reason": "Wrong token IDs for Granite models vs slower token-to-id conversion; one is correctness, the other performance." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and template-node compile error are different code paths." + "reason": "PagedAttentionCache crash with a specific group type vs template-compilation TypeError; different subsystems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language breakage is unrelated to the tokenization regression report." + "reason": "Whisper pipeline return_language regression vs general tokenization changes across versions; not the same underlying issue." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 custom-model regressions, but one is base_model_prefix loading and the other is notebook-defined model initialization; not clearly the same defect." + "reason": "Both concern custom-model loading, but one is base_model_prefix handling and the other is notebook-specific initialization behavior." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are distinct issues." + "reason": "Torch version incompatibility vs YOLO multi-GPU device_map failure; unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-mapping mismatch." + "reason": "Compiled flex_attention on torch>=2.9 vs Gemma4 device mismatch under auto device mapping; different problems." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic Torch 2.10 incompatibility vs Mistral-3 image-preprocessor dtype mismatch." + "reason": "Torch compatibility issue vs Mistral-3 image preprocessor/model dtype mismatch; not the same bug." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Different loading/pipeline regressions with no shared concrete bug." + "reason": "Pipeline return_language regression vs inconsistent from_pretrained behavior inside Python classes; unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility issue vs Gemma4 device mismatch; too broad to merge." + "reason": "General Torch incompatibility vs Gemma4 PLE device placement bug; different failure modes." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and non-template-node compile error are unrelated." + "reason": "Missing Float8 storage object vs non-template-node compilation error; unrelated runtime errors." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape IndexError do not share a concrete fix." + "reason": "Qwen video-input regression vs a generic mask/tensor shape mismatch; not enough to call them the same bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different removed/changed pipeline docs and are not duplicates." + "reason": "Both are docs issues, but they document different removed/changed APIs and tasks." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 wrong outputs and ModelOutput key assignment are different bugs." + "reason": "SigLIP2 wrong outputs vs ModelOutput key assignment bug; different layers and symptoms." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra-state save/load handling vs composite config unwrapping are separate serialization/config issues." + "reason": "save/from_pretrained extra_state handling vs composite Qwen config unwrapping; unrelated model-loading problems." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "Isolated reproduction of one issue vs a Qwen3.5 PagedAttentionCache crash; no shared bug evidence." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer special-method conflict and gguf_file loading breakage are different tokenizer/model-loading failures." + "reason": "T5Tokenizer method conflict vs gguf_file loading breakage; both loading-related but clearly different causes." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure with torch_compilable_check and Perceiver interpolate_pos_encoding failure are unrelated." + "reason": "torch.export/exportability issue vs Perceiver non-default-resolution failure; separate model/export paths." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption vs mistral_common continue_final_message bug are unrelated." + "reason": "Quantized model save/load regression vs continue_final_message bug in mistral_common tokenizers; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Reproduction of another issue vs mistral_common continue_final_message regression; not the same bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading regressions, but for different tokenizers and different failure points; not one mergeable fix." + "reason": "Two tokenizer-loading regressions, but for different models and different code paths (_patch_mistral_regex vs general tokenizer load)." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline bug and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline behavior vs MXFP4 quantization fallback; unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as est-roberta tokenizer loading failure." + "reason": "CamemBERT MLM prediction regression vs tokenizer load failure for EMBEDDIA/est-roberta; different failures." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both touch Gemma4, but one is device_map forward placement and the other is 4-bit multimodal dtype casting." + "reason": "Both are Gemma4 issues, but one is auto device placement and the other is 4-bit quantization dtype casting; distinct bugs." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Single-label classification zero-loss bug is a different training objective issue than the ASR double-shift bug." + "reason": "Zero-loss classification bug vs double-shift training-loss bug in another model; different loss formulations." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the TimesFM window_size AttributeError." + "reason": "extra_state save/load handling vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are different performance/memory problems." + "reason": "Qwen3 MoE training memory usage vs Strix Halo mmap OOM workaround; different memory issues." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." + "reason": "DeepSpeed ZeRO-3/BertModel index error vs compiled flex_attention torch>=2.9 failure; unrelated." } ] }, @@ -3259,240 +3260,231 @@ "issue:44661|issue:44683", "issue:32090|issue:39404", "issue:44451|issue:44987", - "issue:43541|issue:45084", "issue:43643|issue:44530", + "issue:43541|issue:45084", "issue:42915|issue:44530", "issue:44737|issue:45859", "issue:40990|issue:43421", "issue:34567|issue:40444", "issue:43644|issue:43646", "issue:42175|issue:46178", - "issue:40444|issue:46326", "issue:43582|issue:43632", + "issue:40444|issue:46326", "issue:36032|issue:43645", "issue:44206|issue:44220", - "issue:43452|issue:43482", "issue:44987|issue:44991", + "issue:43452|issue:43482", "issue:44811|issue:45584" ], - "prepared_review_unit_hash": "653e265d8222968ff5845933983cbbc278d3cbadb5ff55b519bd8255ef2b4e2b", + "prepared_review_unit_hash": "ce47833a49fb994c139df5577eec31db9909f552937cc7221614633866789386", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36518, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "serialized_chars": 36515, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct regression reports with only two clear duplicate pairs: the GGUF-loading reports and the audio fbank-feature extraction reports. The rest are broad false positives across different models/code paths.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression in the set and already has inbound references, making it the best umbrella anchor for the tokenizer-related reports.", + "summary": "The cluster is a loose grab-bag of mostly unrelated Transformers regression reports, many of them broad v5-loading/tokenizer issues. The soft pairs share subsystem/theme similarity, but they do not appear to be the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative of the cluster\u2019s recurring v5 regression theme: generic custom model initialization breakage. It best captures the common \u201cTransformers v5 breaks model setup/loading\u201d pattern seen across several nearby issues without being overly narrow.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 best represents the tokenizer-loading problem because its title is generic, its scope is broader than the repo-specific reports, and it appears to be the most reusable canonical reference.", + "best_issue_reason": "Issue 43646 is the best single issue to anchor this cluster because it is general enough to represent the repeated v5 initialization/loading regressions, while still being concrete and user-facing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Unrelated failures: `_is_hf_initialized` regression vs ONNX fp16 dtype mismatch in Canine attention." + "reason": "Different bugs: one is an internal _is_hf_initialized flag regression, the other is an ONNX export dtype mismatch in attention." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a general v5/MoE loading break while the other is a specific weight-shape mismatch; not the same concrete bug." + "reason": "Both involve Qwen3-VL loading, but one is a MoE loader regression and the other is a weight-shape mismatch; not the same concrete failure." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they point to different models and likely different root causes." + "reason": "Distinct model-loading failures: one is for cjvt/sleng-bert, the other for physical-intelligence/fast under transformers>=5.1.0." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Both concern loss issues, but they are different models and different bug patterns." + "reason": "Different training-loss bugs: a general zero-loss classification issue versus a Florence2 double-shift bug." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure vs a Mistral regex patch crash; different code paths." + "reason": "One is a model/tokenizer loading failure, the other is a Mistral regex patch crashing on backend_tokenizer access." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is model-loading/base_model_prefix handling and the other is non-persistent buffer initialization; not the same bug." + "reason": "Related v5 loading regressions, but one is base_model_prefix handling and the other is non-persistent buffers being initialized incorrectly." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict vs Qwen3Moe fine-grained FP8 loading failure; unrelated." + "reason": "Completely different bugs: T5 tokenizer special-token name conflict versus Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Generic tokenizer.json loading regression vs DeepSeek-Coder output regression; not the same underlying issue." + "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other produces incorrect DeepSeek-Coder v1 output due to a separate fix gap." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE marker handling vs tied lm_head weights in Mistral3; different problems." + "reason": "Different tokenizer/model issues: BPE marker handling in Ministral tokenizer versus lm_head weight tying in Mistral3ForConditionalGeneration." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch vs a template compilation error; unrelated." + "reason": "Unrelated failures: image preprocessor dtype mismatch versus a template compilation TypeError." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency vs Sam3Model text-encoder weight loading; different model families and failures." + "reason": "Both touch model internals, but one is CLIP text-model structure drift and the other is Sam3Model text encoder weights not loading." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Auto-model registration bug vs compiled flex_attention failure; no shared code path." + "reason": "Different areas entirely: tokenizer mapping logic versus compiled flex_attention on torch>=2.9." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error vs Whisper return_language pipeline regression; unrelated." + "reason": "Trainer broadcast TypeError and Whisper return_language regression are unrelated code paths." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different model-loading failures with no evidence of the same root cause." + "reason": "One is a specific model load failure for ScandiBERT; the other is a broader transformers>=5.1.0 tokenizer/load regression affecting a different model." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error vs non-template-node compilation error; different failures." + "reason": "AutoConfig trust_remote_code missing fields is unrelated to Qwen3.5 PagedAttentionCache crashing on invalid group type." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "AutoConfig missing-fields bug vs PagedAttentionCache linear_attention crash; unrelated." + "reason": "Different bugs: torch dynamo grouped_mm tracing failure in Mixtral versus a template-node compilation error." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both involve Qwen models, but one is FineGrainedFP8 loading and the other is cache/group-type handling; not the same bug." + "reason": "Both mention Qwen models, but the failures differ: FineGrainedFP8Config load failure versus PagedAttentionCache invalid group type." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU device placement bug in XLNet vs CPU-offload incompatibility in Qwen3_5Moe rotary embedding; different code paths." + "reason": "Different device/offload regressions: XLNet CPU arange issue versus Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression vs runtime special-token/post-processor update behavior; unrelated." + "reason": "High perplexity on a model is not the same bug as TokenizersBackend failing to refresh its post-processor after special-token changes." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking bug vs Qwen2.5-VL iterable-dataset multi-image failure; unrelated." + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning failures are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 init-related regressions, but one is non-persistent buffers being filled with junk and the other is custom model initialization; too different to merge." + "reason": "Both are v5 regressions, but one concerns junk non-persistent buffers and the other custom model initialization; they are not the same bug." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backends dependency issue vs BACKENDS_MAPPING validation error; different failure modes." + "reason": "Different packaging/backend problems: missing tensorflow in the torch extra versus an unrecognized tensorflow_text backend mapping entry." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Multi-image Qwen2.5-VL training failure vs Whisper continue_final_message tokenizer behavior; unrelated." + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` regression; unrelated." + "reason": "Different tokenizer/pipeline issues: multi-image iterable dataset finetuning versus continue_final_message for mistral_common tokenizers." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer attribute conflict vs Jupyter custom-model initialization regression; different symptoms and code paths." + "reason": "Tokenizer method-name conflict and Jupyter custom model initialization are distinct failures." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction problem centered on `_torch_extract_fbank_features()` and the unsupported `center` argument." - }, - { - "left": "issue:43452", - "right": "issue:43482", - "accept": true, - "reason": "Both describe the same GGUF loading regression in transformers v5, with 43482 being a specific model manifestation of 43452's broader breakage." + "accept": false, + "reason": "Related audio code, but the crash sources differ: unsupported center argument in LasrFeatureExtractor versus _torch_extract_fbank_features()." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different model/tokenizer loading failures and no shared concrete code path." + "reason": "Both are loading regressions, but for different models and failure modes; not mergeable as one concrete fix." }, { - "left": "issue:45081", - "right": "issue:45584", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Mistral tokenizer regex patch crash vs Whisper empty-transcription generation failure; unrelated." + "reason": "Both involve GGUF loading, but one breaks AutoTokenizer/AutoModel.from_pretrained generally while the other is a specific Qwen2.5-GGUF v5 load failure." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; not the same bug." + "reason": "Both are Whisper-related, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription generation after align_special_tokens." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted duplicates (44206/44220 and 43452/43482) are well supported, and the remaining pairs are reasonably rejected as distinct bug reports. The canonical issue choice is also defensible from the titles and inbound references." - }, - "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 }, @@ -3563,9 +3555,9 @@ "issue:43317|issue:43482", "issue:43746|issue:46326", "issue:43262|issue:43377", - "issue:43792|issue:46869", "issue:43208|issue:47013", "issue:44403|issue:45081", + "issue:43792|issue:46869", "issue:42915|issue:45084", "issue:43645|issue:46661", "issue:43646|issue:44534", @@ -3573,29 +3565,29 @@ "issue:44849|issue:45325", "issue:44987|issue:45081", "issue:28530|issue:34567", - "issue:43404|issue:44466", "issue:42915|issue:44291", + "issue:43404|issue:44466", "issue:43883|issue:44488", "issue:36032|issue:43742", - "issue:43994|issue:44610", "issue:44451|issue:45081", + "issue:43994|issue:44610", "issue:44062|issue:44987", "issue:44464|issue:45987", "issue:42915|issue:44589", "issue:44008|issue:46899", - "issue:44265|issue:44610", "issue:43531|issue:44877", + "issue:44265|issue:44610", "issue:43632|issue:46821", "issue:43322|issue:43540" ], - "prepared_review_unit_hash": "fd6788cfd66793ed7d2766918a68732701a9a8b71c593938e845f8942fd86706", + "prepared_review_unit_hash": "57423d97f5d4b1315f8e96bdde3c607a080791c3a82ff86c311abaca8493f9c4", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, @@ -3610,180 +3602,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains many unrelated Transformers regressions that only share broad themes like model loading, init, or v5 breakages. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the repeated \"custom model initialization breaks in Transformers 5\" theme, and it can subsume the narrower notebook-specific report (43645).", + "summary": "The cluster is mostly a set of unrelated closed bug reports; none of the suggested soft pairs look like the same underlying defect. I selected the broad Transformers v5 custom-model initialization regression as the most representative issue in this set.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the broadest/generalized report in the list, describing a core Transformers v5 custom-model initialization regression rather than a model-specific symptom, so it is the best anchor for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single issue to represent the small v5 custom-init subgroup, but the overall cluster is too mixed to treat as one duplicate set.", + "best_issue_reason": "issue:43646 has the clearest cross-cutting impact and the most reusable framing for duplicate triage; it is broader and more central than the model- or feature-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are different code paths and different bugs." + "reason": "Different bugs: template-node compilation failure vs GraniteMoE hybrid calling an invalid method." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU/CPU offload loading failure for dequantized models is unrelated to Qwen2.5-GGUF loading in v5." + "reason": "Different loading paths and failure modes: dequantized device_map offload vs Qwen2.5-GGUF v5 loading." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message are separate tokenizer/model-loading paths." + "reason": "PEFT local checkpoint loading and mistral_common continue_final_message are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default and MIMI batch padding-mask behavior are different bugs in the audio stack." - }, - { - "left": "issue:43792", - "right": "issue:46869", - "accept": false, - "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated model-loading problems." + "reason": "Audio chat-template sampling-rate default vs MIMI batched/single padding-mask mismatch are different issues." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both are xLSTM-related, but one is a trio of small-model training bugs while the other is a return_last_states unpacking crash." + "reason": "Same model family but different concrete failures: three training bugs vs train-mode unpacking crash." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary load-time noise and a Mistral regex patch AttributeError are not the same underlying issue." + "reason": "Noise on transformer load is not the same as a Mistral regex patch crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device_map failure are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template-node compilation error are unrelated." + "reason": "Qwen3MoE FineGrainedFP8Config failure is unrelated to non-template node compilation." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Notebook custom-model init failure and remote-code config_class failure share a theme, but not the same concrete initialization bug." + "reason": "Both mention custom models, but one is Jupyter notebook initialization and the other is remote-code config_class handling." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression and non-persistent-buffer junk are different v5 regressions." + "reason": "Custom model initialization regression and non-persistent buffer junk are different code paths." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batching and DAC.from_latents/forward mismatch are distinct codec bugs." + "reason": "MIMI padding-mask batching bug and DAC STE/from_latents mismatch are distinct model-specific issues." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are different model-specific failures." + "reason": "Qwen3.5 hidden-states output bug is not the same as Qwen2.5-VL rope index scaling." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Loading physical-intelligence/fast on v5 and the Mistral regex patch crash are unrelated." + "reason": "Broken loading of a specific model on v5 is unrelated to the Mistral regex patch crash." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen updating are separate Trainer issues." + "reason": "Early-stopping metric selection and num_input_tokens_seen tracking are unrelated trainer issues." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Untied lm_head in Mistral3 and device-dependent lm_head serialization both touch weights, but the failures and fixes are different." + "reason": "FineGrainedFP8Config Qwen3MoE failure is different from the _is_hf_initialized/init_empty_weights regression." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "FP8 config failure in Qwen3Moe and unexpected _is_hf_initialized argument in init_empty_weights are unrelated v5 regressions." + "reason": "Untied lm_head weights in Mistral3 are not the same as device-dependent serialization inconsistency." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights metadata error and model-loading failure for cjvt/sleng-bert are not the same bug." + "reason": "Molmo tied-weights attribute error and a model-loading failure for cjvt/sleng-bert are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM-125M key error are different loading bugs." + "reason": "T5 tokenizer add_special_tokens conflict is not the same as MobileLLM key error on load." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor/model resolution mismatch are separate vision issues." + "reason": "Loading ScandiBERT and patch_mistral_regex crashing are different model/tokenizer issues." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Generic model-load failure and a Mistral regex patch crash do not share a concrete root cause." + "reason": "Siglip2 bad outputs and OmDet processor size mismatch are separate multimodal bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword conflict and physical-intelligence/fast loading failure are unrelated." + "reason": "AddedToken keyword collision is unrelated to a specific-model loading failure in v5.1.0." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and StaticCache seq-length type mismatch are different generation/cache bugs." + "reason": "Chunked generation inconsistency and StaticCache return type mismatch are different generation/cache bugs." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Float8 storage lookup error are not the same issue." + "reason": "Qwen3MoE FP8 config failure and missing Float8 storage are separate runtime/storage problems." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable collision and Gemma4 4-bit multimodal dtype casting are different multimodal bugs." + "reason": "Gemma 3n variable-name collision in forward() is unrelated to Gemma4 quantization dtype casting." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "torch.export failures via torch_compilable_check and OmDet-Turbo image-size mismatch are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different issues." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are separate regressions." + "reason": "torch.export failures with torch_compilable_check are unrelated to OmDet processor resolution mismatch." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different API regressions." + "reason": "_is_hf_initialized compatibility and TimesFM window_size AttributeError are different regressions." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segmentation fault and Qwen3OmniMoe video-processing ValueError are distinct multimodal failures." + "reason": "Segmentation fault loading Llava Next and a Qwen3OmniMoe video-processing ValueError are not the same bug." } ] }, @@ -3865,8 +3857,8 @@ "issue:45216|issue:45357", "issue:40444|issue:45325", "issue:43611|issue:44534", - "issue:44220|issue:44683", "issue:44991|issue:46315", + "issue:44220|issue:44683", "issue:43716|issue:46899", "issue:43883|issue:44991", "issue:44403|issue:44991", @@ -3888,220 +3880,220 @@ "issue:42175|issue:45542", "issue:43482|issue:45538" ], - "prepared_review_unit_hash": "ae54b80309f2554dab1d979c111018ba317fca769e7383f067a13402b791002f", + "prepared_review_unit_hash": "25c3bd562ee1484354f75c89c087006c3104fc89ffead456ec9890e9f474b58f", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36822, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "serialized_chars": 36825, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "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 across different models, tokenizers, training modes, and packaging/runtime failures. The only near-duplicate pair I see is the Qwen3.5 save_pretrained regression thread; the rest should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45216 is the best representative of the only clear duplicate-like thread in this set: a Qwen3.5 save_pretrained regression with a concrete version boundary and checkpoint corruption symptom.", + "summary": "This cluster is mostly heterogeneous Transformer bug reports. I only see one convincing duplicate pair around the Qwen3.5 `save_pretrained` regression; the rest share broad themes (tokenizers, multimodal Qwen, v5 regressions) but do not appear to be the same underlying bug or change.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 `save_pretrained` regression; issue:45357 reads as a narrower follow-up focused on incorrect visual encoder keys in the same save path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest issue to anchor the cluster because it is specific, reproducible, and has the broadest overlap with the only accepted soft match in the list.", + "best_issue_reason": "issue:45216 is the best representative issue because it states the core regression more generally and captures the shared failure mode that issue:45357 narrows down.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different failures: a T5 tokenizer init conflict vs a Qwen3 auto device-map CUDA assert." + "reason": "Different subsystems and failures: T5 tokenizer load-time `AttributeError` vs Qwen3 device-mapping CUDA assert." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL regressions, but one is video-input handling and the other is still-image rope/position_id scaling; different code paths." + "reason": "Both involve Qwen VL models, but one is a video-input regression and the other is still-image temporal position-id scaling; not the same concrete bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation sync/dispatch overhead is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "Generation performance overhead vs a `StaticCache.get_seq_length()` return-type bug; unrelated code paths." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility is not the same bug as noisy model loading output." + "reason": "Torch version compatibility vs noisy model-loading logs; no shared underlying defect." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated model-specific issues." + "reason": "PaddleOCR-VL loading in vLLM vs Qwen3-MoE `sliding_window` behavior; different models and failure modes." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression thread: both report incorrect saved checkpoints / visual encoder key handling in the same code path." + "reason": "Same Qwen3.5 `save_pretrained` regression; the second issue is a more specific manifestation involving visual encoder keys." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset finetuning with multiple images per prompt is different from Qwen2.5-VL still-image position_id scaling." + "reason": "Both are Qwen2.5-VL-related, but one is iterable-dataset/multi-image finetuning failure and the other is a rope-index temporal-position regression." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage is a different issue from non-persistent buffers being filled with junk." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Feature extraction failure and compiled flex_attention incompatibility are separate subsystems." + "reason": "Base-model-prefix loading breakage vs non-persistent buffer junk filling; different internal mechanisms." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure for a specific model is unrelated to slow convert_tokens_to_ids performance." + "reason": "Tokenizer loading failure for a specific model vs a performance regression in `convert_tokens_to_ids`; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction helper issue vs compiled flex attention on newer torch; unrelated." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both mention multimodal dtype problems, but they affect different models and different components, so they are not the same bug." + "reason": "Both are multimodal dtype problems, but they affect different models and paths (Mistral-3 image preprocessing vs Gemma-4 quantized audio/vision embedders)." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading EMBEDDIA/est-roberta tokenizers." + "reason": "Missing `all_tied_weights_keys` attribute vs tokenizer loading regression; unrelated." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise is not the same as a tokenizer loading regression." + "reason": "Loading-log noise vs tokenizer loading failure; no shared underlying code-path." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Cannot use gradient checkpointing in eval mode is different from a missing supports_gradient_checkpointing flag." + "reason": "Eval-mode gradient checkpointing error vs missing `supports_gradient_checkpointing` flag; related topic but not the same bug." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling vs GraniteSpeech PEFT checkpoint loading; distinct problems." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Wrong token IDs for Granite models is a different tokenizer bug from CodeLlama round-trip leading-space stripping." + "reason": "Different tokenizer regressions on different model families with different symptoms (wrong IDs vs leading-space loss)." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized breakage is unrelated to the Strix Halo mmap OOM workaround." + "reason": "HF initialization flag regression vs Strix Halo mmap/OOM workaround; unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model load/run failure is not the same as the Float8 storage-object error." + "reason": "Whisper model runtime failure vs missing Float8 storage object; different root causes." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL IterableDataset multi-image finetuning are different training issues." + "reason": "Qwen2-VL multi-GPU training vs Qwen2.5-VL iterable dataset multi-image finetuning; not the same bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is different from missing Float8 storage registration." + "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights vs Float8 storage lookup failure; unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper batch_decode skipping special tokens." + "reason": "High perplexity on GPT-OSS vs Whisper batch_decode special-token handling; unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and a DeepSeek accuracy regression are not the same bug." + "reason": "Tokenizer BPE-marker bug vs downstream accuracy regression on a different model family; no direct code-path match." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure under transformers v5 is unrelated to Llama4Config missing pad_token_id." + "reason": "GGUF loading failure for Qwen2.5 vs missing `pad_token_id` on Llama4Config; unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a generation-cache bug, not the same as multi-image IterableDataset finetuning." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` vs multi-image iterable-dataset finetuning; different failures." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment logic is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "`ModelOutput` key assignment bug vs Gemma4 FSDP2 shared KV state rebuild; unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + "reason": "Qwen3-MoE `sliding_window` issue vs `_is_hf_initialized` init-empty-weights argument error; different code paths." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for special tokens are not the same as add_special_tokens failing to add BOS/EOS." + "reason": "Runtime special-token post-processor updates vs `add_special_tokens=True` not adding BOS/EOS on one tokenizer; related area but not the same bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert is unrelated to a Mistral tokenizer regex patch crash." + "reason": "CUDA assert during auto device mapping vs Mistral regex patch crashing on tokenizer backend shape; unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Missing TensorFlow in the torch extra and undefined tf backend from tensorboard-only installs are related packaging themes but different concrete failures." + "reason": "Backend extras packaging issue vs undefined TensorFlow backend error; similar packaging area but different concrete problem." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading under v5 is unrelated to CLIPTokenizer's model_max_length default." + "reason": "Qwen2.5 GGUF loading failure vs CLIPTokenizer model_max_length sentinel issue; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45216 and issue:45357, is plausibly the same Qwen3.5 save_pretrained regression thread. The remaining soft-edge rejections are cautious and reflect distinct models/subsystems rather than asserting duplication without evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:45216 vs issue:45357, is well-supported by the titles as the same Qwen3.5 `save_pretrained` regression with a narrower follow-up symptom. The other pairwise rejections also look appropriately cautious and do not overstate duplication evidence." }, "evaluator_used": true, "retried": false, @@ -4176,14 +4168,14 @@ "issue:44462|issue:45812", "issue:44079|issue:44534", "issue:42175|issue:43296", - "issue:43317|issue:43856", "issue:44509|issue:46909", + "issue:43317|issue:43856", "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:43818|issue:46402", - "issue:40444|issue:45381", "issue:44265|issue:45072", + "issue:40444|issue:45381", "issue:43818|issue:45357", "issue:45325|issue:45834", "issue:43493|issue:43994", @@ -4201,208 +4193,208 @@ "issue:41553|issue:43582", "issue:43262|issue:43746" ], - "prepared_review_unit_hash": "4ef8cb3988c240d81a22d05822c3867f7d26068661e405a01c11a56e4f006779", + "prepared_review_unit_hash": "4bae99f2e808fc07c115a98b9fc514f3ff9e9ea042af9df453f40bb5f15e5403", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36287, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "serialized_chars": 36291, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and not one duplicate set. I found two strong duplicate candidates: the SigLIP2 implementation discrepancy pair and the Qwen2.5-VL position-id regression pair. The rest are only loosely related by subsystem or model family, not the same underlying bug.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43493 is the best anchor because it states the root cause directly (HF vs JAX SigLIP2 implementation mismatch), which is a better duplicate target than the downstream symptom in 43994.", + "summary": "This set is mostly a mixed bag of unrelated issue reports across tokenization, multimodal position IDs, model loading, offload, docs, and backend/config regressions. Only a couple of pairs look like true duplicates; most are merely same-subsystem or same-version similarity.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs, so any one issue would be a misleading representative for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the clearest, most actionable issue in the set: it names the concrete model-family mismatch and aligns with a plausible duplicate report.", + "best_issue_reason": "No global best issue for dedupe purposes; the cluster is heterogeneous, with only a few true duplicate pairs and many unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load error vs TimesFM window_size AttributeError." + "reason": "Both are loading/runtime failures, but they describe different concrete problems on different models/code paths." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenization, but one is about repository tokenizer selection and the other is a Granite-specific wrong-IDs regression; not clearly the same bug." + "reason": "Both involve AutoTokenizer, but one is about ignoring tokenizer.json while the other is a Granite token-ID regression." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different code paths: ModelOutput key bookkeeping vs non-persistent buffer initialization." + "reason": "One is a ModelOutput key assignment bug; the other is a non-persistent buffer serialization bug." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Unrelated packaging/backend issue vs a model load failure." + "reason": "Packaging/backend dependency issue vs model loading failure; not the same bug." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Both are performance/loading concerns, but one is dequantized offload loading and the other is MoE training memory usage." + "reason": "Both are documentation problems, but they concern different docs examples and different removals." }, { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both are documentation issues, but they cover different docs problems and different topics." + "reason": "Different symptoms and different paths: device_map/offload loading failure vs MoE training memory inefficiency." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Related v5 breakage theme, but the titles point to different concrete failures and not one clearly shared bug." + "reason": "Both touch v5 model initialization/loading, but the reported failures are distinct and not clearly the same defect." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batched inputs, but the models and symptoms differ: missing padding-mask support vs sliding-window NaNs." + "reason": "Both are batching/padding-related, but they affect different models and different failure modes." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different regressions: buffer serialization vs ModelOutput key assignment." + "reason": "Non-persistent buffer corruption is unrelated to ModelOutput key assignment." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and failures; no shared code-path evidence." + "reason": "Different multimodal model loading issues with no shared concrete code-path." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images and the other is video position ids; not enough to treat as the same bug." + "reason": "torch.export/torch_compilable_check failure is unrelated to dtype mismatch in inference." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Different issues in different subsystems: torch.export/torch_compilable_check vs dtype mismatch in bfloat16 inference." + "reason": "Both involve Qwen2.5-VL visuals, but one is finetuning multiple images and the other is video position IDs; not the same bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Video-LLaVA model structure issue vs Qwen3.5 save_pretrained key regression; different defects." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different problems: Qwen2.5-VL position-id scaling vs Kosmos2.5 long OCR index error." + "reason": "Different models and different index/position problems." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 bug: the second report is a user-facing symptom of the HF-vs-JAX implementation discrepancy." + "reason": "Same underlying SigLIP2 implementation discrepancy: the later report describes the user-facing consequence of the same model mismatch." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL position-id regression in v5.3.0; both describe incorrect visual/temporal position ids in the same code path." + "accept": false, + "reason": "Both are Qwen2.5-VL vision-position regressions, but the exact trigger and computed fields differ enough that they do not clearly match one defect." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different classification regressions: flash_attention_3 training degeneration vs single-label num_labels=1 zero-loss behavior." + "reason": "Both are degenerate training/loss issues, but on different architectures and loss setups." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both touch model weights, but one is about tied lm_head loading and the other is about serialization differences; not the same bug." + "reason": "Both mention lm_head/tied weights, but one is a load-time tie failure and the other is a serialization inconsistency." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different failures: init_empty_weights argument handling vs strict config loading." + "reason": "Init-empty-weights argument handling vs strict config loading are different regressions." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model-loading failures in unrelated model families." + "reason": "Different model families and different failure modes." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position indexing." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position ID behavior." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to tokenizer-version changes." + "reason": "Quantization/offloading behavior is unrelated to tokenization changes." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling vs Qwen2.5-VL video position ids are unrelated." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position IDs." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Different CI failures: CPU-offload device mismatch vs export/check guard failure." + "reason": "CPU offload device mismatch is unrelated to torch.export failures." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Completely different bugs: perplexity regression vs Whisper empty-transcription generation failure." + "reason": "Unrelated issues: perplexity regression vs Whisper empty-transcription generation failure." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different multimodal/device issues; no shared concrete code path." + "reason": "Both are regressions, but one is a multi-Qwen video-input bug and the other is a Gemma4 device-mapping issue." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error messaging vs Apple Silicon allocator TypeError are unrelated." + "reason": "Bad AutoTokenizer error messaging vs Apple Silicon TypeError; no shared underlying bug." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio sampling-rate defaulting and PEFT checkpoint loading are unrelated." + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted pairs are plausible same-bug duplicates based on the issue titles, and the rejected pairs avoid overstating similarity. Summary appropriately frames the cluster as mostly heterogeneous with only a couple of strong duplicate candidates." + "feedback": "The analysis is grounded in the packet and the pairwise calls are conservative overall. The cluster is indeed heterogeneous, and the only accepted soft edge (43493/43994) is a plausible same-root-cause match. I don\u2019t see any overclaims that would justify rejecting it." }, "evaluator_used": true, "retried": false, @@ -4481,8 +4473,8 @@ "issue:43606|issue:43819", "issue:43454|issue:43550", "issue:43257|issue:45923", - "issue:42796|issue:46209", "issue:45823|issue:46821", + "issue:42796|issue:46209", "issue:44568|issue:45920", "issue:43377|issue:44610", "issue:43454|issue:45072", @@ -4490,8 +4482,8 @@ "issue:40990|issue:42947", "issue:46305|issue:46315", "issue:43572|issue:45759", - "issue:43454|issue:43720", "issue:43377|issue:44898", + "issue:43454|issue:43720", "issue:43749|issue:44534", "issue:43317|issue:43873", "issue:36331|issue:42617", @@ -4505,14 +4497,14 @@ "issue:41720|issue:42617", "issue:43450|issue:45701" ], - "prepared_review_unit_hash": "3cc7b11b5eb1b628e7760c242393256df677fee43e2f2134cfaac25daa4d3295", + "prepared_review_unit_hash": "58e8fc57de6563eb97d10afbb2a6725e353da86f7e16d2d9849d293be402aa3e", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, @@ -4527,214 +4519,211 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only strong soft duplicate signal is the v5 tokenizer regression theme; most other pairs share a broad subsystem but not the same concrete failure mode.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45920 is the broadest and most representative regression report in the cluster, centered on v5 tokenization breakage across multiple models.", + "summary": "The candidate pairs are mostly semantically similar only at a very broad level (tokenization, offloading, device maps, multimodal loading, etc.), but they do not appear to describe the same concrete underlying bug or change. I rejected all soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest and most central-looking report in this set (offloading + quantization, multiple inbound refs), but the overall cluster is heterogeneous, so it is only a weak representative rather than a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best captures the main duplicate-worthy theme here (tokenizer regression in v5) and is the clearest umbrella issue among the set.", + "best_issue_reason": "issue:43873 is the best single issue to keep as a representative because it has the broadest runtime-loading scope and the strongest engagement signal among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Different models and different failure types: dtype mismatch in Phi-tiny-MoE vs an AttributeError in TimesFM window_size handling." + "reason": "Different bugs: dtype mismatch under autocast for Phi-tiny-MoE vs an AttributeError in TimesFM window_size handling." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Both mention generation/runtime problems, but one is about inputs_embeds + past_key_values and the other is auto device mapping causing cudaErrorAssert; not the same bug." + "reason": "Different code paths and symptoms: inputs_embeds/past_key_values generation regression vs Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Voice preset loading in BarkProcessor is unrelated to progressive generation with past_key_values." + "reason": "Unrelated: Bark voice_preset issue vs progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Both are multimodal, but one is a docs example mismatch/quantization issue and the other is finetuning with multiple images per prompt." + "reason": "Different problems in different examples: SigLIP2 doc/model-processor mismatch and quantization failure vs Qwen2.5-VL iterable dataset multi-image finetuning failure." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map=\"auto\", but the models and concrete errors differ too much to be the same underlying bug." + "reason": "Both are device-map issues, but they involve different models and likely different failure mechanisms; too broad to treat as the same bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on batching/padding are unrelated to torch.export failures around torch_compilable_check." + "reason": "Tokenizer crash on NER/padding vs torch.export failing on torch_compilable_check are distinct bugs." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is a different failure from DAC.from_latents diverging from forward due to missing STE." + "reason": "Both mention device/load behavior, but one is CPU-offload device mismatch for Bark and the other is DAC.from_latents differing from forward due to missing STE." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying in AyaVision and torch.compile/SDPA failures in Bamba are different code paths and symptoms." + "reason": "Different model families and failures: AyaVision weight tying vs Bamba torch.compile with SDPA." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion during accelerate+deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MoE weight conversion/loading issue vs missing supports_gradient_checkpointing flag on Nemotron trust_remote_code variant." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are separate bugs." + "reason": "Gemma4 device mismatch under device_map=\"auto\" is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Device-mapping forward mismatch and a TimesFM window_size AttributeError are not the same issue." + "reason": "Tokenizer BPE-marker handling bug is unrelated to FP8 inference failing on B200." }, { "left": "issue:44568", "right": "issue:45920", - "accept": true, - "reason": "Both describe v5 tokenizer regressions producing incorrect tokenization/special-token behavior; they plausibly stem from the same tokenizer handling change." + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not the same concrete bug." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batched-vs-single output mismatch from padding masks is unrelated to OmDet-Turbo processor output sizing." + "reason": "MIMI encoder batch-padding-mask mismatch is unrelated to OmDet-Turbo processor producing the wrong image size." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs." + "reason": "AyaVision lm_head tying bug is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A 3d_parallel.py launch failure and a FineGrainedFP8Config failure for Qwen3Moe do not match at the bug level." + "reason": "3d_parallel.py execution failure and Qwen3MoE FineGrainedFP8Config failure are different model/runtime issues." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model and gradient checkpointing ineffectiveness with LoRA are unrelated." + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing being ineffective with PEFT LoRA." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming mask off-by-one and tokenizer conversion performance regression are different parts of the stack." + "reason": "Sliding-window mask off-by-one in MoonshineStreaming is unrelated to tokenizer conversion performance regression." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to failing to unwrap text_config in composite Qwen configs." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as AutoModelForCausalLM failing to unwrap text_config for composite Qwen multimodal configs." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "lm_head tying in AyaVision and packed-weight unpacking during accelerate loading are different model-loading problems." + "reason": "MIMI encoder batching/padding-mask bug is unrelated to Perceiver non-default-resolution interpolation failure." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Padding-mask batching in MIMI and Perceiver non-default resolution handling are unrelated." + "reason": "AyaVision lm_head tying bug and BitNet packed-weight unpacking bug are separate issues." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both touch loading/state handling, but FSDP_CPU_RAM_EFFICIENT_LOADING and non-persistent buffer junk are not clearly the same concrete bug." + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to non-persistent buffers being filled with junk." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading complaint; too broad to treat as the same bug." + "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is general offloading behavior with quantization; too broad to be the same bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss kwargs and a 3d_parallel.py failure are unrelated." + "reason": "Unexpected compute_loss keyword in CustomTrainer is unrelated to not being able to run 3d_parallel.py." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Auto device-map cudaErrorAssert and Llava Next loading segfault are different failure modes." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segmentation fault are different failures in different model families." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfaulting and sinq save/load breakage are separate model-loading problems." + "reason": "Segmentation fault loading Llava Next models is unrelated to sinq quantized save/load breakage." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config parsing for granite_speech is unrelated to tokenizer loading failures for EMBEDDIA/est-roberta." + "reason": "Strict config rejecting granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3Moe FP8 config failure are not the same bug." + "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3MoE FineGrainedFP8Config failure are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "A800 cudaErrorAssert under auto device mapping and flash-attention generation issues in Qwen3.5 are different code paths." + "reason": "Auto device map cudaErrorAssert on A800 is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "int4 quantization memory growth and an apex RMSNorm memory leak are separate performance/memory bugs." + "reason": "Int4 quantization reserved-memory/OOM regression is unrelated to T5's apex.FusedRMSNorm memory leak." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization/perplexity, but one is a model perplexity report and the other is a tokenizer-version regression; not enough to treat as the same concrete bug." + "reason": "GPT-OSS perplexity anomaly is not the same issue as version-dependent tokenization changes." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device mapping failure and a 3d_parallel.py execution issue are unrelated." + "reason": "Auto device-map cudaErrorAssert and 3d_parallel.py execution failure are separate problems." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape problems and tokenizer-version changes are unrelated." + "reason": "Video processor batched shape bug is unrelated to version-dependent tokenization changes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair (44568/45920) is at least plausibly the same v5 tokenizer-regression theme, while the rest are reasonably rejected as sharing only broad subsystems rather than a concrete bug. Canonical choice of 45920 is also defensible as the broadest tokenizer-regression report in the set." - }, - "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 }, @@ -4807,15 +4796,15 @@ "issue:26413|issue:28530", "issue:43873|issue:44756", "issue:44186|issue:45072", - "issue:46612|issue:46858", "issue:45685|issue:46821", + "issue:46612|issue:46858", "issue:43295|issue:45701", "issue:43577|issue:43708", "issue:43550|issue:43720", "issue:43646|issue:46665", "issue:36010|issue:42617", - "issue:44451|issue:47020", "issue:43550|issue:43606", + "issue:44451|issue:47020", "issue:44186|issue:44610", "issue:42915|issue:43317", "issue:43404|issue:45357", @@ -4831,208 +4820,208 @@ "issue:43881|issue:44991", "issue:36331|issue:41720" ], - "prepared_review_unit_hash": "b2a4a8fa89ca9a5e11f0873d2643f6d566261838e1e28dde9d1020f53bf032b7", + "prepared_review_unit_hash": "9324527e18f7521d7c0014c74cb8b7bb17a3436de3cb103e5be1fd5eac7a7745", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36494, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of transformer/modeling issues spanning trainer, tokenizer, multimodal serving, offloading, and quantization. None of the soft pairs look like the same concrete bug, so there is no strong duplicate cluster to merge.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical duplicate exists; issue 43873 is only the broadest and most referenced open report, so it is the least-bad anchor for the mixed cluster.", + "summary": "This cluster is heterogeneous: the items span unrelated trainer, tokenizer, model-loading, generation, serving, and device/offload bugs. There is no strong duplicate family here, so only a broad representative issue can be chosen rather than a true canonical duplicate.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 43873 is the closest thing to a hub: it is open, has multiple inbound references, and covers a broad offloading/quantization failure area. However, the cluster as a whole is not a single duplicate bug family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best single representative because it is open, has the most discussion/inbound references, and covers a central offloading/quantization theme, even though the overall set is not a true duplicate cluster.", + "best_issue_reason": "Issue 43873 is the best representative by discussion and inbound references, and its offloading/quantization scope is the broadest recurring theme in the set. Still, it should be treated as a loose umbrella, not a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same model family, but different concrete failures: dummy Conv2d in Sam3PixelDecoder vs text encoder weights not loading." + "reason": "Both are Sam3-related, but one is a dummy Conv2d concern in Sam3PixelDecoder and the other is a missing text-encoder weight load in Sam3Model; different code paths and failures." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are save_pretrained regressions, but they affect different model parts and serialization bugs." + "reason": "Both involve save/load serialization, but one is tied lm_head weight behavior while the other is incorrect visual encoder keys for Qwen3.5; not the same bug." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but for different models and likely different root causes." + "reason": "Both are model loading failures, but for different models and likely different root causes; no shared concrete code-path bug." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Trainer checkpoint-resume crash vs early stopping/metric_for_best_model warning; unrelated code paths." + "reason": "One is resume_from_checkpoint/epoch_iterator exhaustion, the other is early stopping requiring metric_for_best_model; different trainer behaviors." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both touch offload/memory, but one is quantization offloading and the other is mmap OOM on Strix Halo." + "reason": "Both mention memory/offload style problems, but one is quantization offloading and the other is mmap/OOM on Strix Halo; not the same issue." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash vs bfloat16 dtype mismatch in inference; not the same bug." + "reason": "Tokenizer padding/truncation crash vs dtype mismatch in bf16 inference; unrelated subsystems and failures." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Both involve cache logic, but one is beam-search reorder skipping and the other is static-cache slice arithmetic under torch.compile." + "reason": "MPS histogram/int error and TimesFM window_size AttributeError are unrelated model/backend bugs." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "Unrelated MPS histogram kernel limitation vs TimesFM window_size attribute error." + "reason": "Both touch cache/generation internals, but one is beam-search reorder omission for several recurrent models and the other is static-cache slice arithmetic on non-CUDA backends; different concrete defects." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenizer behavior changes, but the failures and affected APIs/models differ." + "reason": "Processor/tokenizer regression in v4.57.5 vs broader version-dependent tokenization differences; too general and not the same code path." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype loading bug vs resume_from_checkpoint max_steps miscalculation; different layers of the stack." + "reason": "Blip2 dtype loading issue vs Trainer max_steps recomputation on checkpoint resume; completely different areas." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different problems: torch.compile/SDPA failure vs packed-weight unpacking during accelerate loading." + "reason": "torch.compile/SDPA failure in Bamba vs packed-weight unpacking during accelerate loading in BitNet; unrelated." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both involve custom model/from_pretrained behavior, but the descriptions are too broad and not the same concrete bug." + "reason": "Generic custom initialization break in Transformers 5.0 vs inconsistent from_pretrained behavior inside Python classes; not the same underlying bug." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to not being able to run 3d_parallel.py." + "reason": "GenerationMixin import error and failure to run 3d_parallel.py are unrelated issues." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Tokenizer-loading failures, but for different models and different failure modes." + "reason": "Different models and different failure modes: SDPA/compile vs CPU offload device mismatch." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "One is SDPA/torch.compile on Bamba, the other is CPU offload device mismatch on Bark; unrelated." + "reason": "Both are tokenizer-loading failures, but the models/tokenizer stacks differ and the underlying exception paths are not the same." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are vision/tokenizer-related, but one is NER padding/truncation and the other is processor image-size mismatch." + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo resolution mismatch are different preprocessing bugs." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve loading/quantization/offload, but the concrete failures are different." + "reason": "Qwen3Moe FP8 config failure vs dequantized model loading with device_map auto/offload; related theme only, not same bug." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different bugs: tied lm_head weights vs incorrect visual encoder save keys." + "reason": "Untied lm_head weights in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different models and symptoms." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size attribute error vs YOLO multi-GPU device-map failure; unrelated." + "reason": "TimesFM window_size attribute error and YOLO multi-GPU device_map failure are not the same underlying issue." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size mismatches, but they affect different models and different mechanisms." + "reason": "Processor output resolution mismatch vs Perceiver non-default-resolution failure; both are vision-input issues but not the same bug." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping configuration issue vs Qwen2-VL multi-GPU training problem." + "reason": "Trainer early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both concern parallelism, but one is auto device mapping on Qwen3 and the other is TP on GPT-OSS MoE." + "reason": "Qwen3 auto device-map cudaErrorAssert and GPT-OSS tensor-parallel failure are different distributed-loading problems." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Cache-related, but different APIs and failures: /v1/responses KV continuation vs static-cache seq-length arithmetic." + "reason": "Both involve cache handling, but one is /v1/responses KV continuation indexing and the other is static-cache seq-length arithmetic; not mergeable as one fix." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma multimodal forward issues, but one is a variable-name collision and the other is a device mismatch." + "reason": "Gemma3n variable collision causing audio_mel_mask error vs Gemma4 PLE device mismatch during forward; different model generations and code paths." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Unrelated model-specific bugs: Qwen3-MoE sliding_window vs StableLm pad_token_idx config." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both crash in serve with multimodal models, but one is a string/device conversion issue and the other is missing processor._tokenizer." + "reason": "Both are serve-related multimodal crashes, but one is a tensor/string '.to' failure in continuous batching and the other is a missing _tokenizer attribute in Gemma4Processor." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Different failure classes: FineGrainedFP8 model loading vs kernels package version/revision import requirement." + "reason": "FP8 quantization failure and kernels import requirement mismatch are unrelated." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading failures, but for different checkpoints and likely different causes." + "reason": "Different tokenizer/model loading failures for different models; no shared concrete bug." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Unexpected compute_loss argument vs device-map cuda assert; no shared code path." + "reason": "CustomTrainer compute_loss signature break vs Qwen3 auto device-map assertion; unrelated." } ] }, @@ -5131,206 +5120,206 @@ "issue:42490|issue:43329", "issue:34567|issue:35707", "issue:43531|issue:46821", - "issue:43388|issue:45059", "issue:34634|issue:41720", + "issue:43388|issue:45059", "issue:43606|issue:43653" ], - "prepared_review_unit_hash": "a60e0d3a8ad6d5e44983122bd29e8496df759e8b567d55e858b4c08ecc4fb430", + "prepared_review_unit_hash": "1ca29990d075e005267b3ca61c0f8515f8d9d66e93bc4c9cc5811130cd592171", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36174, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated model/tokenizer/config bugs. The soft pairs share broad subsystem labels at best, but not the same concrete underlying failure mode, so all pairwise duplicate links should be rejected.", - "confidence": 0.44, - "canonical_issue_reason": "If a single issue must stand in for the cluster, issue:46665 is the broadest and most generic loading-related report; however, the cluster is too heterogeneous for a true canonical duplicate.", + "summary": "This is a heterogeneous issue bucket spanning unrelated subsystems (tokenizers, multimodal models, cache/offload, configs, docs). The soft edges are mostly superficial title matches; none look like the same underlying bug. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are not duplicates of one another, so there is no single representative bug to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46665 is the best cluster representative only because it is the most general from_pretrained behavior issue, but it is not an actual duplicate of the rest.", + "best_issue_reason": "No single best issue for deduping: the cluster is semantically mixed, and none of the candidates should be treated as the canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache/torch.compile, but one is inconsistent chunked generation outputs and the other is a cache length tensor type bug on non-CUDA backends; different code paths and failure modes." + "reason": "Both mention generation/cache, but one is chunked generation inconsistency under compiled forward and the other is a static-cache slice-arithmetic bug on non-CUDA backends." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "These are unrelated: one is a BeitImageProcessorFast label reduction bug, the other is a missing all_tied_weights_keys attribute in MolmoForCausalLM." + "reason": "Completely different areas: BeitImageProcessorFast label reduction vs Molmo weight tying/loading attribute error." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and bugs: CamemBERT masked LM predictions in v5 versus Qwen3 modular recurrent state reset with cache and seq_len>1." + "reason": "Different models and failure modes: CamemBERT masked-LM prediction drift vs Qwen3 modular recurrent state reset with cache." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "One is a trust_remote_code cache-path collision; the other is save_pretrained propagating read-only file permissions. Not the same issue." + "reason": "Both involve loading/saving paths, but one is a trust_remote_code cache-path collision and the other is permission propagation during save_pretrained." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer task failures, but LayoutLMv2Tokenizer NER/padding crashes and MLukeTokenizer AttributeErrors are different bugs with different triggers." + "reason": "Both raise AttributeError in tokenizers, but they affect different tokenizers and different causes (NER/batching crash vs task-specific method clash)." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 incompatibility is a dependency/version-wide issue; TimesFM window_size AttributeError is a model-specific API bug." + "reason": "Torch version incompatibility is unrelated to the TimesFM window_size AttributeError; different failure types and code paths." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric resolution and image processor void segmentation map handling are unrelated subsystems and failure modes." + "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both mention config/API behavior, but Gemma3TextConfig mismatch and GPTNeoX rotary_pct reload defaults are distinct configuration bugs." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization differences across versions are not the same as silent FP8 compressed-tensors weight_scale corruption; one is behavioral drift, the other is incorrect checkpoint loading." + "reason": "Tokenization-version changes and FP8 weight_scale omission are different regression classes." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different models, different load paths, and different severity/root causes." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are different model-loading issues." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error loading a community CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "MacOS bus error in a CLIP model and progressive-generation issues with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is a broad tokenizer behavior report, while the T5Tokenizer add_special_tokens conflict is a specific class-name/method collision." + "reason": "Both are tokenizer issues, but one is slow/fast inconsistency and the other is a T5Tokenizer constructor/method-name conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void segmentation maps and BarkProcessor voice_preset handling are different processor features with no shared concrete bug." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset loading are unrelated." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are unrelated implementation problems." + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are separate bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is video input processing in Qwen3OmniMoe and the other is weight_only load failure in Qwen3VL; not the same code path." + "reason": "Both are Qwen multimodal issues, but the concrete failures differ: video-input ValueError vs from_pretrained weight_only loading error." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and AutoModelForCausalLM.from_config unwrapping text_config are distinct config/model-construction issues." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to unwrapping text_config for composite multimodal configs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo is not the same as stale docs mentioning removed pipeline tasks." + "reason": "Cache-strategy typo and removed-docs mentions are not the same bug." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization in v5 and from_pretrained behavior inside Python classes are separate API/runtime issues." + "reason": "Non-persistent buffer corruption in v5 and from_pretrained behavior inside Python classes are different issues." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration and empty decode output." + "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "Both concern model/tokenizer loading, but gguf_file handling and XLMRobertaTokenizer passing a dict to Unigram are different loader bugs." + "reason": "GGUF loading breakage for auto classes and XLMRobertaTokenizer Unigram constructor misuse are different tokenizer/model-loading paths." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different models and failure classes." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch for Bark and missing packed-weight unpacking in BitNet are both loading-related, but they are not the same defect or patch." + "reason": "Both involve accelerate/loading, but CPU offload device mismatch and packed-weight unpacking are distinct concrete defects." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash import warning is unrelated to undefined video-branch helpers in multimodal token counting." + "reason": "Local-model slash-path import warning is unrelated to undefined variables in the multimodal token-count video branch." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and TimesFM window_size AttributeError are different parameters in different model families." + "reason": "Both mention a window concept, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are not the same bug." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "gather_for_metrics tuple-label truncation and SAM3 text/bounding-box weird behavior are unrelated training vs. multimodal-input bugs." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping on A800 have no shared code path." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping on A800 have no meaningful shared root cause." + "reason": "Metric gathering label dropping and SAM3 text/bbox behavior are different subsystems and failures." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Although both are CI/loading issues, one is offload device placement and the other is tokenizer special-token registration; different subsystems and fixes." + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token registration." } ] }, @@ -5417,8 +5406,8 @@ "issue:44898|issue:45072", "issue:43381|issue:43844", "issue:44625|issue:45479", - "issue:39692|issue:44610", "issue:43526|issue:43881", + "issue:39692|issue:44610", "issue:41720|issue:45704", "issue:43746|issue:46050", "issue:43381|issue:45704", @@ -5427,224 +5416,218 @@ "issue:46655|issue:46693", "issue:43421|issue:43927", "issue:45759|issue:45923", - "issue:45704|issue:45923", "issue:43746|issue:43873", + "issue:45704|issue:45923", "issue:42886|issue:44843", - "issue:44514|issue:44545", "issue:30064|issue:36010", + "issue:44514|issue:44545", "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "91dd907a0128ede7dc6da013a2763730fbc3fe65cc248f16ed7dd42a36ede4aa", + "prepared_review_unit_hash": "8f37313f4a053b61c5652518e62c06162a9e836d118d75f85f4b803dde384289", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36599, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "serialized_chars": 36596, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not collapse into one duplicate set. Two soft edges look like true duplicates: the Qwen2_5_VLProcessor padding=False crash, and the HF_HUB_OFFLINE tokenizer cache/offline failure. The rest are separate bugs in different models/code paths.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue for the whole cluster; if a representative must be chosen, issue:44514 is the clearest exact duplicate target and the most precise report of the shared Qwen2_5_VLProcessor batched-padding crash.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issue reports, with a couple of clearer duplicate pairs standing out: the Qwen2_5_VLProcessor batched padding crash and the offline tokenizer-loading regression. Issue 43873 looks like a strong standalone open report with notable inbound references and discussion activity, but its exact standing as the most active item in the packet should be treated tentatively.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 44514 is the cleanest duplicate anchor here: 44545 has the same title and same batched apply_chat_template crash with padding=False, so this is the most obvious issue to keep as the canonical copy among the actual duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best issue candidate because it is a precise, reproducible bug report with a matching duplicate (issue:44545) and a clear, narrow code-path.", + "best_issue_reason": "Issue 43873 is a strong standalone report: it is open, has the highest inbound references in this packet, and describes a concrete runtime regression around quantization/offloading. It stands out as one of the more notable reports, though the overall activity ranking should be treated cautiously.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different models and failures: Gemma4Processor _tokenizer attribute vs Qwen3.5 streaming chat/completions crash." + "reason": "Different failures and different code paths: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Unrelated code paths: Qwen3-MoE sliding_window behavior vs a Float8 storage lookup error." + "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs a Float8 storage/type error." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is config unwrapping and the other is CPU offload rotary embedding compatibility." + "reason": "Different problems: composite config unwrapping vs CPU-offload incompatibility in rotary embeddings." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model load failures, but the affected models and likely root causes differ." + "reason": "Both are tokenizer-loading failures, but they are model-specific and do not look like the same underlying bug from the titles alone." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe vs cache sequence-length tensor arithmetic on non-CUDA backends." + "reason": "Different subsystems: Qwen3OmniMoe video processing vs static-cache seq-length arithmetic on non-CUDA backends." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different bugs: PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation." + "reason": "One is a model API constraint change; the other is a config propagation bug for num_labels." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both are multimodal checkpoint/load issues, but one is visual encoder key saving and the other is text encoder weights not loading." + "reason": "Both concern model loading, but they target different models and different missing-key/weights-loading failures." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "General from_pretrained inconsistency is not the same as non-persistent buffer junk initialization." + "reason": "Non-persistent buffer corruption vs inconsistent from_pretrained behavior inside Python classes are not the same bug." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading a specific model/package failure vs PIL image processors incorrectly requiring torchvision." + "reason": "Different regressions: a model loading failure vs an image-processor torchvision dependency issue." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken construction error is a different tokenizer bug from ScandiBERT loading failure." + "reason": "Different symptoms and causes: AddedToken construction error vs loading a specific tokenizer model." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different symptoms and subsystems: Perceiver image resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Image-size/interpolation bug vs bfloat16 dtype mismatch; no shared concrete code-path." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient growth during training." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are separate training-time issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both touch classification labels, but one is config propagation and the other is a zero-loss bug across models." + "reason": "Config propagation of num_labels is not the same as the zero-loss classification bug." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same as OmDet-Turbo processor output-size mismatch." + "reason": "BEiT Fast label-reduction bug vs glm-4v loading failure are unrelated." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." + "reason": "Both touch vision docs/processors, but one is a documentation/example problem and the other is a processor/model size mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 device-mapping cuda assert and T5 apex RMSNorm memory leak are different issues." + "reason": "CUDA device-map assert and T5 RMSNorm memory leak are unrelated." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local PEFT checkpoint loading and sinq quantized save/load breakage are distinct persistence bugs." + "reason": "Checkpoint loading with PEFT adapters vs quantized save/load corruption are different persistence bugs." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval restriction does not match the T5 fused RMSNorm memory leak." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5 apex memory leak." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "A config warning about tie_word_embeddings is not the same as incorrect visual encoder key saving." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both mention training/evaluation tooling, but one is embedding unpacking in TRL SFT and the other is trainer.evaluate() after trainer.train()." + "reason": "Unpacking embeddings in SFT training and trainer.evaluate() failing after train are different trainer issues." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "SmolVLM video padding bug is unrelated to FA2 long-context performance regression." + "reason": "Video padding calculation bug vs FA2 long-context performance regression; same area, different bug." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates for added tokens are not the same as lost custom token IDs after save/load." + "reason": "Runtime special-token post-processor update vs save/load losing custom token IDs are separate tokenizer issues." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different composite-model issues: text_config unwrapping vs missing supports_gradient_checkpointing on trust_remote_code." - }, - { - "left": "issue:45704", - "right": "issue:45923", - "accept": false, - "reason": "A T5 RMSNorm memory leak is unrelated to a missing gradient-checkpointing flag." + "reason": "Unwrapping composite config fields is unrelated to the missing supports_gradient_checkpointing flag." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Checkpoint loading with PEFT adapters and quantization/offloading behavior are different failure modes." + "reason": "Checkpoint-loading bug vs quantization/offloading behavior; not the same underlying failure." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Same offline tokenizer/cache bug: both point to HF_HUB_OFFLINE failing because tokenizer loading still calls hub model_info()." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; only formatting differs." + "reason": "Both describe offline tokenizer-loading breakage under HF_HUB_OFFLINE=1; 44843 gives a concrete root cause for the same class of failure." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "ImageProcessor void segmentation maps and GenerationMixin import failure are unrelated." + "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These have the same title and same batched apply_chat_template crash with padding=False, so they are clear duplicates." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 documentation/example errors are not the same as an implementation mismatch with the original JAX model." + "reason": "SigLIP2 doc-example errors and HF-vs-JAX implementation discrepancy are related only by model family, not the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet. The two accepted soft edges are plausible duplicate pairs, especially the exact-title Qwen2_5_VLProcessor pair. The rest of the pairs are rejected with cautious, model/code-path-specific reasoning. No obvious overstatement stands out." + "accept": false, + "feedback": "The pairwise judgments are mostly conservative, but the top-level summary overstates the evidence for issue 43873: it is open and has the most inbound references, but not the most discussion/inbound activity overall in this packet. Please soften that claim and keep the ranking language more tentative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5713,8 +5696,8 @@ ], "soft_pairs": [ "issue:43421|issue:43653", - "issue:43994|issue:44671", "issue:44464|issue:47050", + "issue:43994|issue:44671", "issue:46032|issue:46463", "issue:43782|issue:45381", "issue:44857|issue:47050", @@ -5728,13 +5711,13 @@ "issue:43295|issue:45834", "issue:43653|issue:43720", "issue:43550|issue:43927", - "issue:43596|issue:44220", "issue:43550|issue:44361", "issue:46829|issue:46832", + "issue:43596|issue:44220", "issue:43531|issue:43643", "issue:44625|issue:47050", - "issue:43540|issue:46294", "issue:44062|issue:44488", + "issue:43540|issue:46294", "issue:45381|issue:46693", "issue:43611|issue:46665", "issue:45987|issue:46829", @@ -5746,232 +5729,238 @@ "issue:44488|issue:47020", "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "300d35944ceab3d1c124d53eb8369011cfb804e1425899488574ba1e2813a15f", + "prepared_review_unit_hash": "93ef1ac82656aeae7a11a526d407b97e1eef45371d180c602823cf20bb3b9cae", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37887, - "estimated_input_tokens": 9472, - "estimated_eval_tokens": 19200 + "serialized_chars": 37891, + "estimated_input_tokens": 9473, + "estimated_eval_tokens": 19202 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated bug reports across tokenizers, multimodal processors, model-specific generation paths, cache/offloading, and trainer APIs. I don\u2019t see any strong duplicate pair among the soft candidates.", + "summary": "The cluster is mostly a collection of unrelated Transformers bug reports. The only clear duplicate pair is the static-cache sequence-length contract issue: `StaticCache.get_seq_length()` returning a tensor instead of an int.", "confidence": 0.92, - "canonical_issue_reason": "issue:43873 is the most active and broadly framed open report in the set, centered on a real runtime behavior regression (quantization/offloading) rather than a niche model-specific edge case.", + "canonical_issue_reason": "Issue 46858 is the most specific description of the same underlying bug as 45987: `cache.get_seq_length()` returns a tensor, which then breaks slice arithmetic in static-cache/torch.compile paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue for the cluster because it has the clearest active discussion and the broadest impact; the rest are mostly isolated, model-specific failures.", + "best_issue_reason": "46858 is the best representative because it states the concrete failure mode and execution context, making the duplicate cluster easier to understand and fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve tokenizer special-token handling, but one is about runtime post-processor updates and the other is a BigBird mask-token decode bug; different code paths and symptoms." + "reason": "Both are tokenizer-special-token problems, but they describe different bugs and different components." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Both are model output regressions, but they affect different models and behaviors (SigLIP2 pipeline output vs CamemBERT masked LM predictions); no clear shared bug." + "reason": "Different code paths: compiled generation consistency vs ONNX fp16 attention dtype mismatch." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Different failure modes in different paths: compiled chunked generation vs fp16 ONNX attention dtype mismatch. Not the same underlying bug." + "reason": "Different models and failures: SigLIP2 inference mismatch vs CamemBERT masked-LM regression." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "One is a cache/use_cache correctness bug in Mamba2Mixer; the other is an error-message/validation issue in T5 decoder input checking." + "reason": "Unrelated bugs: Mamba2 cache correctness vs T5 decoder-input error message handling." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL-related, but one is a weight_only loading error and the other is a video vision_position_ids mismatch; distinct bugs." + "reason": "Both involve Qwen vision/video, but one is a weight_only load error and the other is a video position-id bug." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Both mention mixed precision, but the affected models and mechanisms differ completely (AMP loss crash vs ONNX attention dtype mismatch)." + "reason": "Both mention dtype/precision, but they affect different models and different execution stacks." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Shared tokenizer-regex theme, but one is an AttributeError in fix_mistral_regex loading and the other is a Kimi-K2.5 codec/regression warning issue; not the same concrete bug." + "reason": "Tokenizer-regex related, but different model regressions and different failure symptoms." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer problems, but they concern different models and failures: special-token post-processing vs LayoutLMv2 NER/padding crashes." + "reason": "Different tokenizer bugs: runtime special-token updates vs LayoutLMv2 NER/padding crashes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs a Hub API forwarding bug; unrelated subsystems and no shared code path." + "reason": "Different tokenizer regression classes and different affected models; not the same bug." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/indexing, but one is a GlmMoeDsa stale indexer issue and the other is a static-cache seq_length tensor/device issue." + "reason": "Different failures: stale indexer cache in GlmMoeDsa vs cache-length type contract in static cache." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Both touch quantization, but one is a SigLIP2 docs/model mismatch plus quantization failure, while the other is a general offloading regression." + "reason": "Documentation/model-processor mismatch and quantization issues are not the same as offloading behavior." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different problems: SigLIP2 example errors vs Canine fp16 ONNX export dtype mismatch." + "reason": "Different problems: SigLIP2 docs/quantization vs Canine ONNX attention dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "No overlap in model or failure mode; accelerate loading of packed BitNet weights is unrelated to DAC from_latents/STE mismatch." + "reason": "Different model internals: packed-weight loading vs DAC forward/from_latents mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal/model-loading issues, but one is processor/tokenizer regression and the other is a long OCR input index error in Kosmos2.5." + "reason": "Different multimodal bugs with different failure modes and code paths." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Special-token registration in a tokenizer is unrelated to BitNet packed-weight unpacking during loading." + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading are unrelated." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different code paths and symptoms: torch.compile/SDPA failure in Bamba vs custom token IDs lost after save/load in DiaConfig." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "BertModel/deepspeed ZeRO-3 initialization and fbank feature extraction are unrelated issues." + "reason": "Different subsystems: torch.compile/SDPA runtime bug vs config persistence/token-ID loss." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Both are model runtime bugs, but one is a Bamba compile/SDPA issue and the other is an MLuke tokenizer AttributeError." + "reason": "Different model/tokenizer failures with no shared concrete code path." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different models and failures: output field mismatch in VideoPrism vs RT-DETR forward TypeError." + "reason": "Different outputs and layers: classification output wiring vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated training/init crash vs audio feature extraction issue." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + "reason": "Different bugs: Qwen3-MoE sliding window vs AutoConfig trust_remote_code field loss." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "A config propagation bug in Qwen3.5 is unrelated to Canine fp16 ONNX export." + "reason": "Different model families and failure modes; no duplicate evidence." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Both are video-input issues, but one is a ValueError in Qwen3OmniMoe processing and the other is chat-template token/feature mismatch in Qwen3.5-9B." + "reason": "AddedToken special-arg duplication is unrelated to loading cjvt/sleng-bert." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "AddedToken special-argument construction and model loading failure for sleng-bert are different bugs." + "reason": "Both are Qwen video issues, but one is a processing ValueError and the other is a chat-template token/feature mismatch." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs regression is unrelated to a broad FA2 long-context performance regression." + "reason": "Video position-id bug vs long-context FA2 performance regression are different issues." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Model loading with base_model_prefix and inconsistent from_pretrained behavior in Python classes are related only at a very high level, not the same concrete bug." + "reason": "Both touch model loading, but one is base_model_prefix compatibility and the other is from_pretrained behavior inside classes." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq_length return-type bug is unrelated to VideoPrism hidden_states misassignment." + "reason": "Static-cache sequence-length contract bug is unrelated to VideoPrism output field wiring." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map handling and CustomTrainer compute_loss signature mismatch are entirely separate issues." + "reason": "Image segmentation processor bug vs custom trainer loss signature mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Different tokenizer/model loading failures with no shared concrete bug." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different subsystems." + "reason": "Audio feature extraction bug vs tokenizer-mapping edge case are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer NER/padding crashes vs Perceiver non-default resolution failure; different models and code paths." + "reason": "Different model-specific inference bugs: tokenizer batching vs Perceiver resolution handling." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird special-token decode bug and DAC forward/from_latents STE mismatch are unrelated." + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Tokenizer loading failure for sleng-bert and Unigram constructor type mismatch are not the same underlying bug." + "reason": "Tokenizer load failure for one model vs Unigram vocabulary type mismatch for another model." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC latent reconstruction inconsistency." + "reason": "torch.compile/SDPA runtime issue is unrelated to DAC from_latents/STE behavior." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying bug: `get_seq_length()` returns a tensor instead of an int, breaking static-cache arithmetic; 46858 is the more explicit report." } ] }, @@ -6012,7 +6001,6 @@ "issue:43697", "issue:43749", "issue:43756", - "issue:43782", "issue:43818", "issue:44008", "issue:44186", @@ -6021,11 +6009,12 @@ "issue:44479", "issue:44561", "issue:44671", + "issue:44805", "issue:44811", "issue:44821", "issue:44843", "issue:44877", - "issue:44977", + "issue:44936", "issue:44991", "issue:45020", "issue:45072", @@ -6053,8 +6042,8 @@ "issue:34634|issue:36010", "issue:39692|issue:45834", "issue:44843|issue:45081", - "issue:43540|issue:44008", "issue:44186|issue:44442", + "issue:43540|issue:44008", "issue:44448|issue:44671", "issue:45584|issue:45834", "issue:45183|issue:45479", @@ -6062,199 +6051,199 @@ "issue:44991|issue:46291", "issue:43322|issue:45685", "issue:43644|issue:43749", - "issue:44561|issue:45020", "issue:43606|issue:45072", - "issue:43421|issue:44811", + "issue:44561|issue:45020", "issue:43550|issue:45072", - "issue:43577|issue:43818", + "issue:43421|issue:44811", "issue:43582|issue:46512", + "issue:43577|issue:43818", "issue:44479|issue:45834", - "issue:43782|issue:44977" + "issue:44805|issue:44936" ], - "prepared_review_unit_hash": "aa298f519422c94dc9129f5334cd404afe5f8a49d1c458bdd257b979f8927457", + "prepared_review_unit_hash": "df77002e3be8fddfbd0b5896d4cb48322266c621b70682e7fc3a326a7ddc30a0", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35224, - "estimated_input_tokens": 8806, - "estimated_eval_tokens": 17868 + "serialized_chars": 35266, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are unrelated model-specific regressions, tokenizer/config loader bugs, or dtype/device issues. None of the soft pairs looks like the same concrete underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.63, - "canonical_issue_reason": "If a single issue must represent the cluster, #45020 is the broadest umbrella because it captures a general recent-regression class around `remote_code`/loading failures; however, the cluster is too mixed for a strong canonical choice.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs across different models and subsystems. The soft pairs mostly share only broad thematic overlap (tokenizers, v5 regressions, cache/dtype issues) but not the same concrete code path, so they should be rejected as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45020 is the broadest umbrella issue in the set, covering generic recent-version remote_code breakages and overlapping several nearby regression reports. Still, the cluster is too diverse for a true single canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the most broadly scoped and most likely to attract related reports, but only as a loose umbrella rather than a true duplicate target for the rest of the items.", + "best_issue_reason": "issue:45020 is the best representative issue because it is the most general and central across multiple remote_code-related regressions, but it remains an umbrella tracker rather than a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different bugs in different models: sparse-layer construction in SwitchTransformers vs. RoPE-layer dropping in Smollm3." + "reason": "Different models and different failures: sparse-layer construction vs RoPE layer dropping. Same broad model family theme, not the same bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config/loading related, but one is missing fields from `trust_remote_code` config objects and the other is strict config blocking `granite_speech`; not the same underlying issue." + "reason": "Both concern config loading, but one is missing fields under trust_remote_code while the other is strict config rejection for granite_speech. Distinct root causes." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "Static cache sequence-length return type bug vs. Gemma4 quantized embedder dtype casting; unrelated code paths." + "reason": "StaticCache sequence-length contract bug is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions assignment regression and RTDetrV2 output mismatch are different model behaviors with no clear shared defect." + "reason": "CLIP attentions assignment and RTDetrV2 output drift are separate regressions in different code paths." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading failure is unrelated to the Jinja/template compilation error in `45084`." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated failures." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision in forward() vs. static-cache seq-length device-tensor arithmetic; different bugs." + "reason": "Gemma3n variable name collision is unrelated to cache.get_seq_length returning a device tensor in static cache prefill." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor `voice_preset` issue is unrelated to the `GenerationMixin` import error." + "reason": "Bark voice_preset behavior and GenerationMixin import failure are unrelated issues." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc example errors are documentation/example problems, while Kosmos2.5 is a runtime OCR index error." + "reason": "Different multimodal docs/runtime failures in different models; no shared concrete bug." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch `_patch_mistral_regex`, but one is an unconditional hub call breaking offline mode and the other is an attribute error on tokenizer internals; distinct failure modes." + "reason": "Both touch _patch_mistral_regex, but one is an unconditional hub call and the other is a tokenizer attribute crash. Related helper, different bug." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Qwen3OmniMoe video-input validation error and Gemma3n audio-mask name collision are unrelated." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to FastSpeech2ConformerTokenizer loading failure." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs. AutoTokenizer failing to load a FastSpeech2Conformer tokenizer; different tokenizer subsystems." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n forward name collision are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction regression are different model-specific correctness bugs." + "reason": "Both are v4/v5 output regressions, but for different models and different failure modes." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to Kosmos2.5 OCR long-input indexing." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "One is input validation error messaging for `input_ids`/`inputs_embeds`; the other is a degenerate zero-loss issue in sequence classification." + "reason": "Input validation XOR messaging and single-label num_labels=1 zero-loss behavior are different bugs." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading failures, but the reports target different models and do not clearly share the same concrete bug from the available evidence." + "reason": "Tokenizer load failure for a specific model repo is not the same as XLMRobertaTokenizer passing a dict to Unigram." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for a specific model is unrelated to the kernels package version/revision requirement breaking pipeline imports." + "reason": "Tokenizer loading regression and kernels dependency/version import failure are unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava-Next segmentation fault and MPS histogram-on-Int error are entirely different backend/model issues." + "reason": "Llava Next segfault and MPS histogram Int support error are separate backend/model issues." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk in Transformers v5 is not the same concrete problem as broken FSDP CPU RAM efficient loading." + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading breakage are different loading-path bugs." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Both mention `trust_remote_code`-adjacent breakage, but one is specifically the removal of `is_torch_fx_available` and the other is a broad recent-regressions report; not the same bug." + "reason": "CPU offload device mismatch in Bark-small is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43606", + "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "CPU-offload device mismatch in Bark-small and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is a different code path from dtype mismatch issues." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor updates and Whisper `skip_special_tokens` decoding behavior are different tokenizer/processor features." + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are different tokenizer behaviors." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to bfloat16 dtype mismatch issues." + "reason": "Apple Silicon allocator warmup TypeError and stale config.dtype after from_config(dtype=...) are unrelated." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing defects are different model loading issues." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing defects are unrelated." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to `from_config(dtype=...)` leaving `config.dtype` stale." + "reason": "Qwen video-input regression and Kosmos2.5 OCR length index error are unrelated." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different multimodal bugs." + "reason": "Removing is_torch_fx_available is one concrete remote_code regression, while 45020 is only a broad umbrella tracker. Not the same specific bug." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Qwen3VL `weight_only=True` load error and Qwen3.5 flash-attention generation failure are separate issues in different code paths." + "reason": "Mask/tensor shape IndexError and trainer.evaluate after train failure are different issues." } ] }, @@ -6292,6 +6281,7 @@ "issue:43653", "issue:43716", "issue:43720", + "issue:43742", "issue:43749", "issue:43782", "issue:43819", @@ -6304,11 +6294,11 @@ "issue:44589", "issue:44610", "issue:44671", - "issue:44805", "issue:44857", "issue:44912", - "issue:44936", + "issue:44977", "issue:45003", + "issue:45020", "issue:45042", "issue:45072", "issue:45081", @@ -6327,7 +6317,7 @@ "issue:46932" ], "soft_pairs": [ - "issue:44805|issue:44936", + "issue:43782|issue:44977", "issue:43825|issue:43994", "issue:43388|issue:46032", "issue:46294|issue:46463", @@ -6339,204 +6329,211 @@ "issue:43749|issue:44291", "issue:43720|issue:45072", "issue:43645|issue:46665", - "issue:43825|issue:43827", "issue:34634|issue:36331", + "issue:43825|issue:43827", "issue:42175|issue:45081", "issue:44671|issue:45701", "issue:43577|issue:43582", "issue:45003|issue:46285", "issue:46175|issue:46932", - "issue:43782|issue:45325", - "issue:46697|issue:46728", "issue:43582|issue:44857", + "issue:43782|issue:45325", "issue:43262|issue:43819", + "issue:46697|issue:46728", "issue:43653|issue:44912", - "issue:44589|issue:45042" + "issue:44589|issue:45042", + "issue:43742|issue:45020" ], - "prepared_review_unit_hash": "3940c5c0353e826aba24c9c91d1b8dace63003b24f91b5d200e93e07fe114252", + "prepared_review_unit_hash": "806099ae9af77556830a0fda2a145adddd261ca66c0abc604dbcb830006e61b4", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 35141, - "estimated_input_tokens": 8786, - "estimated_eval_tokens": 17828 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35934, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues. The only plausible duplicate pair is the tokenizer spacing/inconsistency report; the rest point to distinct models, subsystems, or error modes.", + "summary": "This cluster is mostly a set of unrelated transformer bugs that were pulled together by surface similarity. The only clear duplicate pair is the tokenizer added-token spacing/inconsistency report; the rest should stay separate.", "confidence": 0.84, - "canonical_issue_reason": "issue:29159 is the broader tokenizer report and most likely subsumes the specific added-token extra-space symptom from issue:28218.", + "canonical_issue_reason": "issue:28218 is the most concrete statement of the tokenizer added-token spacing bug, while issue:29159 describes the same slow/fast tokenizer inconsistency at a broader level.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the best representative issue because it is the more general statement of the tokenizer inconsistency and can cover the narrower spacing bug.", + "best_issue_reason": "issue:28218 is the best anchor for the tokenizer duplicate pair because it names the exact observed behavior and is easier to triage against.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Both are training/evaluation failures, but the titles describe different failure modes and there is no evidence they share the same code path." + "reason": "Both are Qwen-related, but they describe different failures: a weight_only loading error vs a flash-attention generation issue." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is about a misleading pipeline error message; the other is about nonsensical model outputs for a specific checkpoint. Different bugs." + "reason": "One is about a misleading pipeline error message; the other is a model producing bad outputs with AutoModel/pipeline. Different bugs." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different subsystems and symptoms: metric gathering tuple handling vs Mamba2 cache correctness." + "reason": "A gather_for_metrics label-dropping bug is unrelated to a Mamba2 use_cache correctness bug." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder-input validation messaging." + "reason": "Qwen3.5 video chat-template token/feature mismatch is unrelated to T5 decoder input validation messaging." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different models and root causes: dtype mismatch in preprocessing vs a forward-pass variable collision." + "reason": "Different Gemma/Mistral-style multimodal failures: dtype mismatch in preprocessing vs a variable name collision in forward()." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both involve VL model loading/runtime issues, but the specific problems differ: weight-shape mismatch vs missing TP plan entries." + "reason": "Weight-shape mismatch in Qwen3-VL loading is a different problem from missing TP-plan entries causing OOM/shape errors." }, { "left": "issue:28218", "right": "issue:29159", "accept": true, - "reason": "Both point to tokenizer inconsistency around added-token handling; the extra-space symptom is a concrete manifestation of the broader slow/fast tokenizer mismatch." + "reason": "These both point to the same tokenizer added-token spacing inconsistency between implementations; one is the concrete symptom, the other the broader slow-vs-fast mismatch." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen video-input bugs affecting different models/code paths, not the same underlying defect." + "reason": "Both involve video models, but one is a Qwen3OmniMoe input-processing ValueError and the other is wrong vision_position_ids in Qwen2.5-VL." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Unrelated issues: image processor size mismatch vs bfloat16 dtype mismatch in different models." + "reason": "Processor output size mismatch and bfloat16 dtype mismatch are unrelated failures in different model paths." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling; not the same bug." + "reason": "Both concern model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights passing an unexpected argument." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure in BitNet is unrelated to dtype mismatch in inference." + "reason": "BitNet packed-weight loading and dtype mismatch in a different model are not the same underlying bug." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Notebook custom-model initialization breakage is a different issue from from_pretrained behavior inside Python classes." + "reason": "Notebook custom-model initialization breakage is not the same as from_pretrained behaving inconsistently inside Python classes." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "A runtime error message bug and a documentation cleanup issue are not the same underlying change." + "reason": "BarkProcessor voice_preset handling and CustomTrainer.compute_loss signature incompatibility are unrelated." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Different components and failures: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." + "reason": "Both mention pipeline removals, but one is an error message regression and the other is stale docs references." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend packaging/install issue vs tokenizer regex patch crash; unrelated." + "reason": "Backend dependency packaging and a tokenizer regex patch AttributeError are unrelated." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "A model-specific masked-LM regression is not the same as a broad tokenization change report." + "reason": "CamemBERT masked-LM prediction regression and version-dependent tokenization changes do not describe the same issue." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different problems: BLIP2 dtype propagation vs Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Blip2 dtype propagation and Apple Silicon caching allocator TypeError are separate bugs." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access and CLIP model structure inconsistency are separate code paths." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIPTextModel structural inconsistency." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Gemma4 one-hot position embedding inefficiency is unrelated to quantized embedder dtype casting." + "reason": "Gemma4 one-hot position embedding memory blowup and Gemma4 quantized dtype casting are different implementation problems." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to a CUDA AMP crash in LwDetrImageLoss." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "One is a from_pretrained weight_only loading error; the other is a rope/position-id scaling bug." + "reason": "These are different Qwen VL bugs: one is weight_only loading, the other is incorrect rope index scaling for still images." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC.from_latents STE mismatch are unrelated." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-size/padding-related, but they affect different models and different logic (padding vs patch counting)." + "reason": "Both are image preprocessing issues, but one is over-padding and the other is patch-count calculation for a different model/resolution rule." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are unrelated." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent decoding mismatch are different bugs." - }, - { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantized model loading are unrelated." + "reason": "Float8 storage lookup failure and torchvision dependency requirements are not the same code-path bug." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Float8 storage lookup failure and PIL backend torchvision dependency behavior are different issues." + "reason": "A MobileLLM key error and a broad remote_code breakage report are too different to merge." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: the tokenizer pair is the only clearly related match based on titles, and the rest of the soft-edge rejections stay conservative about distinct subsystems or failure modes. The representative/canonical choice of issue:29159 is reasonable given its broader tokenizer wording." + "feedback": "The analysis is grounded in the packet: the titles support the overall read that most items are unrelated transformer bugs clustered by broad surface similarity. The soft-edge calls are mostly conservative negatives, and the only positive pair (issue:28218 / issue:29159) is a reasonable tokenizer-duplication candidate from the titles alone. No obvious overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -6563,10 +6560,10 @@ "issue:39692", "issue:42175", "issue:42490", + "issue:42915", "issue:43257", "issue:43262", "issue:43329", - "issue:43450", "issue:43452", "issue:43526", "issue:43531", @@ -6584,6 +6581,7 @@ "issue:43927", "issue:44060", "issue:44368", + "issue:44479", "issue:44554", "issue:44610", "issue:44811", @@ -6591,7 +6589,6 @@ "issue:44936", "issue:44977", "issue:44991", - "issue:45020", "issue:45042", "issue:45081", "issue:45084", @@ -6607,15 +6604,14 @@ "issue:47050" ], "soft_pairs": [ - "issue:43742|issue:45020", "issue:45372|issue:46326", "issue:43550|issue:44912", "issue:36010|issue:43645", "issue:36010|issue:36331", "issue:43257|issue:43329", "issue:43531|issue:45042", - "issue:43906|issue:46209", "issue:43526|issue:43697", + "issue:43906|issue:46209", "issue:43638|issue:44936", "issue:42175|issue:46291", "issue:43452|issue:44991", @@ -6634,211 +6630,215 @@ "issue:43262|issue:44811", "issue:39692|issue:44912", "issue:43257|issue:43696", - "issue:43329|issue:43450" + "issue:42915|issue:43742", + "issue:43329|issue:44479" ], - "prepared_review_unit_hash": "8dbdb9c1bdee1efc5b21118ccc17cc6491b868813e236792b2ae8486c0119f7a", + "prepared_review_unit_hash": "3c43e12006beaf33d84c8241d58ea30f94924c33c8a5665c8afb7a136b11adb9", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36532, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "serialized_chars": 36548, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate clusters here: the items are a broad mix of unrelated bugs and regressions across loading, processors, training, quantization, and multimodal code paths. All soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue; the reports span unrelated subsystems and distinct failure modes.", + "summary": "Most items are unrelated standalone bugs; there is no strong single cluster-wide duplicate. The only plausible duplicate pair is the Qwen video regression on the multimodal token-counting/video path: issue 43329 looks like the concrete root-cause report for 44479.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43329 is the best canonical issue because it names the specific shared code path (`_get_num_multimodal_tokens` video branch) and the likely root cause, making it the more actionable representative of the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "No standout representative issue for deduping this set, since none of the items subsume the others.", + "best_issue_reason": "issue:43329 is the strongest overall issue candidate: it is specific enough to anchor triage, explains the failure mechanism, and plausibly subsumes the broader symptom report in 44479.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "Different problems: MobileLLM key error vs broad remote_code loading regressions." - }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is an import failure and the other is a tokenizer behavior bug." + "reason": "Both mention mistral_common, but one is an import-time compatibility error and the other is a tokenizer behavior bug; different code paths and fixes." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Unrelated: torch.compile/SDPA failure vs MXFP4 quantization fallback to bf16." + "reason": "Different models and failures: torch.compile+SDPA vs MXFP4 quantization fallback. Same broad area, not the same bug." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin is not the same as Jupyter custom model initialization breakage." + "reason": "GenerationMixin import failure vs Jupyter custom-model initialization breakage are unrelated." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Different code paths: generation import error vs Trainer.compute_loss signature change." + "reason": "Import error for GenerationMixin and a compute_loss signature change are distinct issues." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion and multimodal token counting are separate bugs." + "reason": "Accelerate+deepspeed weight conversion bug vs video multimodal token counting bug; unrelated symptoms and code paths." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." + "reason": "Qwen3-MoE sliding-window handling and PIL backend torchvision dependency are unrelated." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as an FP8 inference failure on B200." + "reason": "BEiT label reduction bug and RTDetrV2 output mismatch are different model-specific defects." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Beit reduce_labels behavior and RTDetr output divergence are different model/processor bugs." + "reason": "A reproduction of an older issue and an FP8/B200 inference failure are not the same underlying bug." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error during training is unrelated to evaluate-after-train failure." + "reason": "Zero3/non-pretrained Bert indexing failure is different from trainer.evaluate() breaking after train()." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing tensorflow in a torch install is unrelated to kernels v0.15 breaking transformers.pipelines import." + "reason": "Backend extra-install packaging problem vs pipelines import failure from kernels version requirements are unrelated." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling failure is a different issue from tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Both are loading-related, but gguf_file handling and tokenizer loading for EMBEDDIA/est-roberta are different concrete failures." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward mismatch with missing STE is unrelated to DiaConfig losing custom token IDs." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load custom token ID loss are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct loading failures." + "reason": "Both involve Gemma/Mistral tokenizer machinery, but one is regex patching on a missing backend tokenizer and the other is a missing `_tokenizer` on Gemma4Processor." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention weight-tying warnings, but they concern different models and different warning causes." + "reason": "Both mention tied-weight warnings, but they describe different model/config warning behaviors and different reproduction paths." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined variables in multimodal token counting are unrelated to stale auto_mappings references." + "reason": "Video token-counting regression and auto_mappings referencing removed configs are unrelated." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error and CLIPTokenizer model_max_length bug have no shared root cause." + "reason": "Template compilation failure and CLIPTokenizer max-length behavior are unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path import warning and Qwen3 MoE conversion failure are unrelated." + "reason": "Local-path import warning and Qwen3-MoE weight conversion failure are different bugs." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit label reduction bug and MPS attention correctness issue affect different code paths." + "reason": "Label reduction in BEiT and an MPS attention correctness issue are unrelated." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode special-token handling." + "reason": "PEFT adapter loading from local checkpoints and Whisper batch_decode skip_special_tokens behavior are different issues." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig is different from AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Both are config-loading problems, but one is trust_remote_code missing fields and the other is failing to unwrap text_config for composite multimodal configs; not the same bug." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation are different failures." + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation issue are unrelated." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine ONNX dtype mismatch." + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embeddings vs fp16 ONNX export dtype mismatch are different code paths." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor size mismatch are separate processor/model issues." + "reason": "Zero-probabilities in SigLIP2 and a 640px-vs-224px processor/model size mismatch are unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to Whisper batch_decode behavior." + "reason": "Audio chat-template sample-rate defaulting and Whisper decode token-skipping are separate audio processor bugs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 documentation errors and git-oss quantization fallback are not the same bug." + "reason": "A documentation example with multiple errors is not the same as a quantization-loading regression." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion failure is unrelated to GPT-oss out-of-memory." + "reason": "Qwen3 MoE weight conversion failure and GPT-oss OOM are unrelated." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Multimodal token counting undefined variables and batched video shape mismatch are different video-processing bugs." + "reason": "FineGrainedFP8Config failure on Qwen3Moe and a MobileLLM loading key error are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying video-input regression in the multimodal token/video branch; 43329 identifies the concrete code-path bug that plausibly causes the broader failures described in 44479." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted duplicate pair, 43329 \u2194 44479, is plausibly the same video-regression bug, with 43329 being the more specific root-cause report. The other soft-edge rejections stay within the evidence available from the issue titles and do not overstate duplication." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6868,25 +6868,25 @@ "issue:43257", "issue:43329", "issue:43425", + "issue:43450", "issue:43454", "issue:43525", "issue:43540", "issue:43577", "issue:43650", "issue:43697", - "issue:43742", "issue:43749", "issue:43824", "issue:43906", "issue:43931", "issue:44291", "issue:44387", - "issue:44479", "issue:44554", "issue:44568", "issue:44617", "issue:44756", "issue:44821", + "issue:44857", "issue:44912", "issue:44987", "issue:45042", @@ -6901,11 +6901,11 @@ "issue:46421", "issue:46424", "issue:46701", + "issue:46832", "issue:47145" ], "soft_pairs": [ - "issue:43329|issue:44479", - "issue:42915|issue:43742", + "issue:43329|issue:43450", "issue:43257|issue:43931", "issue:44291|issue:45042", "issue:34567|issue:40990", @@ -6914,12 +6914,12 @@ "issue:44387|issue:44617", "issue:29159|issue:34567", "issue:45459|issue:45803", - "issue:43650|issue:43906", "issue:46421|issue:46424", + "issue:43650|issue:43906", "issue:43525|issue:46291", "issue:28282|issue:29870", - "issue:44987|issue:45538", "issue:43749|issue:44756", + "issue:44987|issue:45538", "issue:43425|issue:46291", "issue:28282|issue:34689", "issue:43540|issue:46701", @@ -6929,192 +6929,193 @@ "issue:42175|issue:43824", "issue:39379|issue:44554", "issue:45137|issue:45405", - "issue:43697|issue:45357" + "issue:43697|issue:45357", + "issue:44857|issue:46832" ], - "prepared_review_unit_hash": "2f3c8284f007573fb582b263d6742993694fbf4d2c3732a1332f94cbc04dc51d", + "prepared_review_unit_hash": "a9295090a353a95696f03514b42bb6c816b000ccd9eab4424877b2cfae57535e", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34957, - "estimated_input_tokens": 8740, - "estimated_eval_tokens": 17736 + "serialized_chars": 35517, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and spans many unrelated bugs/features across loading, tokenization, multimodal/video, caching, quantization, and packaging. None of the soft pairs look like the same underlying issue, so no duplicate merges should be accepted.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items cover unrelated code paths and model families, and the soft pairs do not share a concrete bug mechanism.", + "summary": "The cluster is a loose collection of unrelated Transformers bug reports with a few superficial thematic overlaps (tokenizers, loading, multimodal, quantization). None of the soft pairs look like true duplicates or mergeable fixes.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44568 is the cleanest self-contained bug report here: narrow scope, concrete regression, and an easily verifiable expected-vs-actual tokenizer behavior.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong representative for this cluster; it is better treated as a heterogeneous set of unrelated reports.", + "best_issue_reason": "issue:44568 is the strongest triage candidate because it names a specific model, a specific regression window, and a precise failure mode that is likely actionable in one code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "Both are video-related regressions, but they hit different models and appear to stem from different implementation paths." - }, - { - "left": "issue:42915", - "right": "issue:43742", + "right": "issue:43450", "accept": false, - "reason": "Different failures: Qwen3Moe fine-grained FP8 handling vs MobileLLM loading key errors; no shared concrete bug." + "reason": "Both are video-related, but one is an undefined variable/path in multimodal token counting and the other is a batched video processor shape bug; different code paths and fixes." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen-family models, but one is MOE weight conversion with accelerate/deepspeed and the other is a VL shape-mismatch load error." + "reason": "Both mention Qwen3 loading, but one is MOE weight conversion with accelerate/deepspeed and the other is a model weight-shape mismatch for a specific VL checkpoint; not the same bug." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Completely different areas: init_empty_weights argument handling vs PIL/torchvision backend requirements." + "reason": "Different subsystems: init_empty_weights argument handling vs PIL image processor backend dependency resolution." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token accounting and high perplexity on gpt-oss are unrelated problems." + "reason": "Unrelated problems: trainer token-count bookkeeping versus perplexity quality on a specific model/dataset." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both are quantization-related, but one is MXFP4 fallback behavior and the other is missing FP8 weight_scale application; different bugs." + "reason": "Both concern quantized checkpoint loading, but one is MXFP4 fallback behavior and the other is missing weight_scale application for frozen FP8 compressed-tensors; distinct failures." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3Moe loading/FP8 vs AutoImageProcessor URL loading." + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL import/loading are unrelated." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but the root causes are different models and different execution paths." + "reason": "Both are OOM reports, but they point to different models and likely different root causes; not one concrete bug." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer consistency issues are unrelated to TrainerState token counters." + "reason": "Tokenizer behavior inconsistency and trainer token accounting are different layers with no shared failure mode." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve error handling, but one is tokenizer protobuf handling and the other is Fuyu tensor conversion swallowing exceptions." + "reason": "Both involve exception handling hiding errors, but they are in different functions with different affected behaviors and fixes." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "No meaningful overlap; one is an empty/garbled report and the other is a reproduction of a specific unrelated issue." + "reason": "Both are cache-related, but one is lazy-init causing recompilation and the other is max_cache_length being ignored except for quantized cache; different bugs." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both touch cache behavior, but one is lazy-init recompilation and the other is max_cache_length semantics; not the same bug." + "reason": "A placeholder request and an isolated reproduction of another issue are not duplicates." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config pad_token_id attribute error is unrelated to kernels version requirements in pipelines import." + "reason": "Missing pad_token_id on Llama4Config versus pipeline import failure due to kernels version/revision requirements." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "ImportError for missing PyTorch and Bart generate UnboundLocalError are separate failures." + "reason": "PyTorch import dependency error and Bart generate UnboundLocalError are unrelated." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Different tokenizer/load regressions: one on physical-intelligence/fast loading, the other on CLIPTokenizer model_max_length." + "reason": "Both mention memory, but one is FSDP CPU RAM-efficient loading and the other is mmap on Strix Halo; different code paths and mitigations." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-related issues with different causes." + "reason": "Model-loading failure for a specific checkpoint versus tokenizer max_length constant misuse; no shared bug." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility and kernels v0.15 import requirements are distinct dependency problems." + "reason": "Torch version incompatibility and kernels import requirements are different dependency issues." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import error and Llama 3.2 Vision loading breakage are not the same code-path issue." + "reason": "PyTorch-missing import error and Llama 3.2 vision model loading regression are unrelated." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal bugs in different model families and pipelines." + "reason": "Both are multimodal/pipeline issues, but they affect different models and failure modes; not the same underlying change." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying causing garbage generation and dtype remaining float32 are different model-initialization bugs." + "reason": "Weight tying bug in AyaVision and dtype propagation bug in BLIP2 are distinct model-loading issues." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer regression in add_special_tokens and Kimi codec-handling regression are unrelated." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different logic (special-token insertion vs codec/regex handling)." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error in CLIP and a TrainerState counter update issue share no concrete mechanism." + "reason": "MacOS bus error with a CLIP model and trainer token-count updating are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow extra/backend packaging and Qwen2_5_VL import failure are unrelated package/import issues." + "reason": "Backend packaging/installation issue versus missing exported class import; different symptoms and fixes." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "mllama multimodal token masking and MPS attention correctness are different bugs in different areas." + "reason": "Incorrect multimodal mask handling in mllama and an MPS attention correctness issue are different bugs." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and an unreleased PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mismatch are different regressions." + "reason": "RT-DETR output regression and Qwen3.5 save_pretrained key mismatch are different model-specific issues." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR-related-ish detection losses/model code, but one is an AMP crash in LwDetrImageLoss and the other is a forward pass TypeError in RTDetrModel; not the same bug." } ] }, @@ -7149,6 +7150,7 @@ "issue:41720", "issue:42175", "issue:42915", + "issue:43257", "issue:43404", "issue:43452", "issue:43540", @@ -7156,16 +7158,17 @@ "issue:43582", "issue:43742", "issue:43749", + "issue:43756", "issue:44062", "issue:44291", "issue:44479", "issue:44488", "issue:44560", "issue:44568", + "issue:44589", "issue:44792", "issue:44821", "issue:44849", - "issue:44857", "issue:44898", "issue:44936", "issue:44964", @@ -7182,23 +7185,21 @@ "issue:46512", "issue:46693", "issue:46821", - "issue:46832", "issue:46869", "issue:47020" ], "soft_pairs": [ - "issue:44857|issue:46832", - "issue:43404|issue:45127", "issue:45081|issue:47020", + "issue:43404|issue:45127", "issue:28282|issue:29127", "issue:43742|issue:44291", "issue:44936|issue:46821", - "issue:44479|issue:46693", "issue:42915|issue:45538", + "issue:44479|issue:46693", "issue:45538|issue:46869", "issue:44062|issue:44991", - "issue:24643|issue:29159", "issue:43452|issue:43582", + "issue:24643|issue:29159", "issue:27957|issue:28282", "issue:42915|issue:43749", "issue:43577|issue:46512", @@ -7206,219 +7207,234 @@ "issue:42175|issue:44488", "issue:44849|issue:45701", "issue:43540|issue:44560", - "issue:43540|issue:44479", "issue:44291|issue:44821", + "issue:43540|issue:44479", "issue:44987|issue:45907", "issue:44479|issue:45381", - "issue:38175|issue:44898", "issue:34567|issue:36331", + "issue:38175|issue:44898", "issue:44792|issue:44964", "issue:45042|issue:45081", "issue:44062|issue:45081", - "issue:44568|issue:45488" + "issue:44568|issue:45488", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:43257|issue:43756" ], - "prepared_review_unit_hash": "bfdb52341eee554ffb5949d1227dbae8d2160b0cb7316280f3c7a51225e29868", + "prepared_review_unit_hash": "3c57da436ca4b497114e1ecf228a82f975978899a05c6f70c001731a25838702", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35864, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37019, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly a grab bag of unrelated regressions across tokenization, multimodal/video, training, loading, and model-specific bugs. The soft edges are mostly superficial subsystem overlap rather than the same underlying defect, so none should be merged.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set and is the best representative of the recurring tokenization-behavior theme.", + "summary": "The set is heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug. The closest theme is tokenizer/version-regression reports, but even there the concrete failure modes differ.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45701 is the broadest umbrella report about version-driven tokenization changes and overlaps thematically with several tokenizer-related issues, making it the best representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 has the widest scope and best matches the cluster\u2019s repeated tokenizer-related signals, with multiple related reports pointing at version-dependent tokenization changes.", + "best_issue_reason": "issue:45701 has the broadest scope and highest chance of serving as the cluster\u2019s representative issue despite the cluster not being a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "Both are DETR-family bugs, but one is an AMP/float16 image-loss crash and the other is a forward-path feature-level mismatch; different code paths and fixes." + "reason": "Different tokenizer internals and failure modes; not the same bug." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is LoRA merge collapse with extended vocab; not the same defect." - }, - { - "left": "issue:45081", - "right": "issue:47020", - "accept": false, - "reason": "Both are tokenizer failures, but they affect different tokenizer classes and different failure modes; no clear shared underlying bug." + "reason": "Both touch tying/weights, but one is Mistral3 head tying and the other is LoRA merge collapse." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "One is a missing-PyTorch import error, the other is a LayoutLMv3 validation/clarity issue; unrelated." + "reason": "ImportError for missing PyTorch vs a LayoutLMv3 error-message clarity issue." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are load-time errors, but one is a specific model key error and the other is a new init_empty_weights argument incompatibility; different causes." + "reason": "MobileLLM load key error and init_empty_weights argument handling are unrelated." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate/train flow bug versus a TimesFM window_size AttributeError; unrelated code paths." + "reason": "Trainer evaluate-after-train failure vs TimesFM window_size AttributeError." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Both involve Qwen/FA2/video-adjacent regressions, but one is a video-input regression and the other is a long-context performance regression; not the same bug." + "reason": "Qwen3MoE FP8 config failure and CLIPTokenizer max-length behavior are unrelated." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Video-input regression and FA2 long-context performance regression are different problems." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer max-length bug versus YOLO auto device-mapping failure; no overlap beyond being model-related." + "reason": "Tokenizer max-length constant vs multi-GPU YOLO device-map failure." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading issues, but one is an AddedToken keyword conflict and the other is a specific tokenizer load failure for est-roberta; not enough evidence they are the same bug." + "reason": "AddedToken keyword conflict and EMBEDDIA tokenizer loading failure are not the same root cause." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "DeepSpeed weight shape error and slow/fast tokenizer inconsistency are unrelated." + "reason": "GGUF loading breakage and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "GGUF/loader breakage versus an Apple Silicon allocator TypeError; different subsystems and symptoms." + "reason": "DeepSpeed weight-shape runtime error vs slow/fast tokenizer inconsistency." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 with XLM-Roberta is unrelated to a missing-PyTorch import error." + "reason": "Flash Attention XLM-R issue and missing-PyTorch ImportError are unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different training/loading paths." + "reason": "Different training/runtime paths: FP8 config vs FSDP CPU RAM efficient loading." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is incorrect model/qformer parameter dtype after loading and the other is stale config.dtype after from_config; not the same concrete bug." + "reason": "Both are dtype-related, but one is Blip2/qformer dtype propagation and the other is config.dtype staleness." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-map CUDA assert on Qwen3 versus video-input ValueError in Qwen3OmniMoe; unrelated failures." + "reason": "Auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failures." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend packaging issue versus a model-loading failure; no common underlying defect." + "reason": "Backend dependency packaging issue vs model-loading failure for a specific checkpoint." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug and a broad tokenization-change report are different issues." + "reason": "Qwen3.5 output_hidden_states bug is distinct from tokenizer-version changes." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input bugs, but they target different Qwen model families and different failure points; not clearly mergeable into one fix." + "reason": "Both are video-input issues, but different model families and error paths." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Same broad video area, but one is a Qwen3OmniMoe ValueError and the other is a wider v5.3.0 regression across several VL models; insufficient evidence of one root cause." + "reason": "init_empty_weights argument mismatch is unrelated to loading AutoImageProcessor from URL." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "init_empty_weights argument handling versus loading AutoImageProcessor from URL; unrelated." + "reason": "Video-input failures in different Qwen variants are not clearly the same code-path bug." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading failure on one repo versus a hub API revision-forwarding bug; different surfaces and fixes." + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." }, { "left": "issue:44479", "right": "issue:45381", "accept": false, - "reason": "Both mention video in Qwen VL models, but one is a broader regression and the other is a specific vision_position_ids bug; not enough to treat as duplicate." + "reason": "Related model family, but one is a video regression and the other is wrong vision_position_ids." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different model behaviors." + "reason": "TrainerState token counter and custom compute_loss signature are distinct trainer issues." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "TrainerState token-count tracking and a custom compute_loss signature break are separate trainer API issues." + "reason": "Different vision-model bugs: zero probabilities vs Perceiver non-default resolution failure." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal model issues, but one is a janus generate-images test failure and the other is a Phi-4-multimodal load failure; different concrete problems." + "reason": "Janus test failure and Phi-4 multimodal load failure are separate model issues." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression versus a Mistral regex patch crash; unrelated." + "reason": "PIL backend torchvision dependency bug is unrelated to Mistral tokenizer regex crash." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special-argument conflict and Mistral regex patch crash are distinct tokenizer bugs." + "reason": "Two different tokenizer regressions with different exception sources." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Missing BOS/EOS insertion and LlamaTokenizer pre-tokenizer override are both tokenizer regressions, but they affect different code paths and model families." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is tokenizer backend override." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and missing Float8 storage type are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-conversion bug and Smollm3 RoPE-layer mismatch are different model-loading issues." } ] }, @@ -7446,26 +7462,26 @@ "issue:28282", "issue:29870", "issue:32090", - "issue:43257", + "issue:41762", "issue:43452", "issue:43526", "issue:43531", "issue:43540", "issue:43577", - "issue:43582", "issue:43697", "issue:43716", - "issue:43742", "issue:43756", "issue:43906", + "issue:44466", "issue:44488", "issue:44568", - "issue:44589", "issue:44625", "issue:44737", "issue:44821", "issue:44877", "issue:44913", + "issue:44936", + "issue:45005", "issue:45072", "issue:45216", "issue:45325", @@ -7486,15 +7502,11 @@ "issue:46491", "issue:46693", "issue:46701", - "issue:46821", "issue:46829", "issue:46846", "issue:46899" ], "soft_pairs": [ - "issue:43257|issue:43756", - "issue:43742|issue:44589", - "issue:43582|issue:46821", "issue:43531|issue:44821", "issue:43756|issue:46399", "issue:43756|issue:45325", @@ -7502,9 +7514,9 @@ "issue:44737|issue:46463", "issue:43716|issue:46701", "issue:45823|issue:46463", - "issue:43906|issue:46693", "issue:43577|issue:45072", "issue:44568|issue:46491", + "issue:43906|issue:46693", "issue:24643|issue:29870", "issue:45672|issue:45674", "issue:44625|issue:44877", @@ -7519,211 +7531,210 @@ "issue:43526|issue:45479", "issue:46463|issue:46899", "issue:43697|issue:45216", - "issue:45357|issue:45920" + "issue:45357|issue:45920", + "issue:41762|issue:44936", + "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "88d88e802361abe93a97707000ae73f16c275f6c3c03f55e4fbf378c9ff58fb5", + "prepared_review_unit_hash": "bbf4dda9c186837ff6fc6e50f3e3d67d64cec704b350270f78545bf99afa4c88", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36577, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35853, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated model/runtime regressions rather than one duplicate cluster. None of the soft pairs look like the same concrete bug or change closely enough to merge.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate stands out because the items span many different subsystems and failure modes. If a representative issue is needed, issue 45216 is the clearest regression-style report with a concrete broken save_pretrained behavior and version context.", + "summary": "The cluster is mostly heterogeneous and does not look like a duplicate set. The only plausible duplicate edge is the tied-weights serialization regression pair (issue:44466 / issue:45005).", + "confidence": 0.74, + "canonical_issue_reason": "No strong single canonical for the whole cluster; it is mostly unrelated issues, with only one plausible duplicate pair around tied-weights serialization.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the strongest representative triage target: it is a specific, reproducible regression with a clear user impact and narrower scope than the other reports.", + "best_issue_reason": "issue:45005 is the best representative because it describes the broader tied-weights regression, while issue:44466 reads like a specific manifestation of that same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Both mention model-specific loading/architecture bugs, but one is a Qwen3 MoE conversion issue and the other is a Smollm3 RoPE-layer bug; different code paths and symptoms." - }, - { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "These are unrelated loading failures: MobileLLM key lookup versus Float8 storage lookup. Same general area, not the same bug." - }, - { - "left": "issue:43582", - "right": "issue:46821", - "accept": false, - "reason": "Apple Silicon caching allocator TypeError and TimesFM window_size AttributeError are different APIs, models, and failure modes." - }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated subsystems." + "reason": "Different subsystems and failures: Qwen3-MoE sliding window vs image processor loading from URL." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen-family issues, but one is about missing RoPE layers in Smollm3 and the other is a kernel registration decorator problem in Qwen3.5; not the same bug." + "reason": "Both mention RoPE-related behavior, but they affect different Qwen/Smollm code paths and distinct failures." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different models and different rotary-position logic: Smollm3 RoPE layer coverage versus Qwen2.5-VL temporal position scaling." + "reason": "RoPE-themed, but one is Smollm3 layer dropping and the other is Qwen2.5-VL temporal position scaling; different bugs." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is a dependency version bump problem, the other is stale auto_mappings references breaking CI; unrelated causes." + "reason": "Unrelated: one is a dependency version bump issue, the other is a stale auto_mappings config reference." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device placement bug and T5 decoder input error messaging are unrelated." + "reason": "XLNet CPU device placement bug and T5 decoder-input error messaging are unrelated code paths." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a broken DiffusionGemma image-text-to-text pipeline; different bugs." + "reason": "Both are multimodal, but the model families and failure modes differ substantially." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device_map forward mismatch and T5 decoder validation messaging are unrelated." - }, - { - "left": "issue:43906", - "right": "issue:46693", - "accept": false, - "reason": "An isolated reproduction of an older issue and a FA2 long-context performance regression do not describe the same failure." + "reason": "Gemma4 device-map mismatch is unrelated to T5 decoder input validation." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different model families and different code paths; too broad to be one bug." + "reason": "Both are dtype-related, but they involve different models and different inference paths." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer special-token insertion regression and CodeLlama leading-space round-trip regression are different tokenizer behaviors." + "reason": "Different tokenizer regressions: missing special tokens vs leading-space round-trip loss." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is an isolated reproduction of an older issue; the other is a performance regression under FA2/long-context generation." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-dimension RuntimeError and Bart generate UnboundLocalError are unrelated." + "reason": "DeepSpeed training weight-shape error and Bart generate() unbound variable are different bugs." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve quantization, but one is a uint8 torch.finfo crash in Gemma4 audio/vision embedders and the other is a BitsAndBytesConfig exclusion bug; different root causes." + "reason": "Both hit 4-bit inference, but one is a uint8 torch.finfo error and the other is BitsAndBytes skip-module exclusion handling." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both concern config handling, but one is num_labels propagation and the other is strict config loading for granite_speech." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config bugs." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "A gguf_file from_pretrained regression and a specific model loading failure are not the same concrete defect." + "reason": "Both concern loading failures, but they are different model/load-path reports without evidence of the same root cause." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and FA2 long-context performance regression are unrelated." + "reason": "Video-input processing error and FA2 long-context performance regression are unrelated." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "An older isolated reproduction and a broken Nemotron example are different reports with no clear shared code path." + "reason": "No clear common bug: a reproduced older issue versus a broken official Nemotron example." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import missing and a _gpu_broadcast_one NoneType TypeError are unrelated environment/runtime issues." + "reason": "ImportError for missing PyTorch and a NoneType GPU broadcast error are unrelated." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX rotary_pct reload bug and rope-param JSON list TypeError are different config serialization issues." + "reason": "Both are rope/config-related, but one is silent config reload loss and the other is a TypeError in rope validation conversion." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output drift and VideoPrism hidden_states assignment are different model-output bugs." + "reason": "Different model families and different output/serialization bugs." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "CPU arange device bug in XLNet and flash_attention s_aux=None crash are unrelated." + "reason": "XLNet positional encoding device placement and flash_attention sink-less crash are unrelated." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states issue and Qwen3.5 TP plan missing linear_attn entries are different parallelism bugs." + "reason": "Both involve distributed/training infra, but they are different model-specific failures with different code paths." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior are different problems, even if both mention labels." + "reason": "Label reduction in an image processor and degenerate zero loss in sequence classification are different layers and bugs." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." + "reason": "T5 decoder validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 inference output differences and Qwen3.5 checkpoint save_pretrained regression affect different models and code paths." + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization are separate regressions." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-encoder key bug and tokenizer token-ID regression are different components and symptoms." + "reason": "Qwen3.5 visual encoder key serialization and broad tokenizer token-id regression are not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate() after train() are different trainer lifecycle issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights serialization regression in v5; 44466 is a concrete symptom of the broader 45005 report." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster does look heterogeneous, and the tied-weights pair (issue:44466 / issue:45005) is the only clearly supported duplicate-like edge. The soft-edge rejections are conservative and tied to clear title-level differences." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7743,7 +7754,6 @@ "issue:29159", "issue:33357", "issue:38175", - "issue:41762", "issue:43295", "issue:43452", "issue:43525", @@ -7758,18 +7768,19 @@ "issue:43756", "issue:43761", "issue:43819", + "issue:43927", "issue:43994", "issue:44361", "issue:44442", - "issue:44466", + "issue:44464", "issue:44493", "issue:44568", + "issue:44743", "issue:44811", + "issue:44821", "issue:44843", "issue:44857", "issue:44898", - "issue:44936", - "issue:45005", "issue:45200", "issue:45356", "issue:45372", @@ -7783,31 +7794,30 @@ "issue:46402", "issue:46463", "issue:46701", + "issue:46821", "issue:46829", "issue:46832", "issue:46932", "issue:47000" ], "soft_pairs": [ - "issue:41762|issue:44936", - "issue:44466|issue:45005", "issue:43720|issue:44898", "issue:45200|issue:46463", "issue:43643|issue:45375", "issue:44493|issue:46050", "issue:44361|issue:44442", - "issue:38175|issue:43295", "issue:43688|issue:43749", "issue:43653|issue:44361", + "issue:38175|issue:43295", "issue:43452|issue:44843", "issue:43531|issue:43742", - "issue:43994|issue:44898", "issue:43819|issue:44811", + "issue:43994|issue:44898", "issue:43761|issue:46829", - "issue:45372|issue:46170", "issue:44857|issue:47000", - "issue:43525|issue:46701", + "issue:45372|issue:46170", "issue:29159|issue:33357", + "issue:43525|issue:46701", "issue:45542|issue:46178", "issue:46832|issue:46932", "issue:43688|issue:45704", @@ -7815,198 +7825,207 @@ "issue:43688|issue:45701", "issue:43653|issue:44568", "issue:43646|issue:43749", - "issue:43756|issue:46402" + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:44821|issue:46821" ], - "prepared_review_unit_hash": "e3d966851070cb2149b49b7bd750dc928494f2a01f2b74462334e0f7609e6bc5", + "prepared_review_unit_hash": "f41ba1ef21aae7a744352c907675c165e5b2bfa28cd4446d4cc0006668d94c23", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35500, - "estimated_input_tokens": 8875, - "estimated_eval_tokens": 18006 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36294, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct regressions or model-specific bugs across tokenizers, loading, config, and vision/audio models. The soft pairs are mostly superficial text similarity rather than the same underlying fix/bug.", - "confidence": 0.34, - "canonical_issue_reason": "Issue #43646 is the best umbrella choice because it is the broadest, most generic regression report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and is closest in scope to several loading/config-related regressions. That said, the cluster as a whole does not look like a true duplicate set.", - "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the best representative issue: it has the broadest scope and can plausibly stand in for the general v5/custom-model-regression theme better than the narrower, model-specific reports.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer regressions, model-loading bugs, backend/import issues, and vision/loss problems across many different model families. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: these issues are not duplicates of one another and cover many unrelated code paths and models.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative because the cluster is too diverse to map to one underlying defect.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Different failures: Gemma3 ZeRO-3 loading IndexError vs trainer.evaluate() failing after train. Same ML stack, not the same bug." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but one is inconsistent serialization by device and the other is translation-model weight handling in v5. Not the same concrete code path." - }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet accelerated loading/unpacking bug vs Perceiver non-default image-size failure. Unrelated model paths." + "reason": "Different failures in different model families; one is BitNet loading, the other is Perceiver image classification." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting issue vs T5 decoder-input validation error message. Different models and different problems." + "reason": "Gemma 4 multimodal token-type defaults vs T5 decoder-input validation error message; unrelated bugs." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve missing config fields, but one is trust_remote_code / AutoConfig return shaping and the other is a Qwen vision config field dropped by @strict. Not the same bug." + "reason": "Both involve config fields being dropped, but they affect different models and different missing fields/code paths." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys during loading vs sinq quantized save/load breakage. Distinct load/serialization issues." + "reason": "Unrelated issues: unexpected key in position IDs vs quantized model save/load breakage." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer loading failures, but for different tokenizers and different failure modes (AttributeError on tasks vs AutoTokenizer failing to load a specific tokenizer)." - }, - { - "left": "issue:38175", - "right": "issue:43295", - "accept": false, - "reason": "Both touch processor/tokenizer behavior, but one is zero probabilities on SigLIP2 inference and the other is regression in processor.tokenizer access / image passing. Not the same issue." + "reason": "Different tokenizer load/attribute errors for different tokenizers; no shared concrete bug." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading regression. No shared code path." + "reason": "Aux-loss normalization bug vs FSDP CPU RAM-efficient loading regression; different subsystems." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Special-token registration bug in BigBirdTokenizer vs MLukeTokenizer AttributeError. Tokenizer-related but not the same bug." + "reason": "BigBird special-token registration problem vs MLuke tokenizer task attribute error; not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP zero-probability output bug vs processor.tokenizer/custom image-passing regression; different symptoms and paths." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve from_pretrained/load paths, but one is gguf_file support breaking model/tokenizer loading and the other is an offline-mode regression from an unconditional model_info() call." + "reason": "Both touch AutoTokenizer loading, but one is gguf_file support and the other is offline mistral-regex patch behavior." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE vs key error when loading MobileLLM-125M. Unrelated model issues." - }, - { - "left": "issue:43994", - "right": "issue:44898", - "accept": false, - "reason": "Both are vision-model inference issues, but one is nonsensical SigLIP2 outputs and the other is Perceiver non-default resolution failure. Different bugs." + "reason": "Qwen3-MoE sliding-window behavior vs MobileLLM key error during loading; unrelated model bugs." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent/STE mismatch vs Whisper batch_decode skip_special_tokens regression. Different subsystems and failure modes." + "reason": "DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens handling; different APIs and bugs." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Both mention hidden_states, but one returns None when requested and the other returns last_hidden_state in the hidden_states slot. Different model-specific output bugs." + "reason": "Different vision-model regressions affecting different models and failure modes." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Gemma4 processor import breakage due to mistral_common API vs Windows ROCm torch.distributed import/type issue. No common underlying change." + "reason": "Both are vision-output issues, but they affect different models and one reports missing hidden_states while the other mis-populates the field." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are detection/loss crashes, but one is float16 AMP/CUDA failure and the other is an infeasible cost-matrix error in RTDetrLoss. Not the same bug." + "reason": "Different DETR losses and different crash conditions; not the same underlying bug." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "pad_token_id attribute error in Llama4Config vs DiffusionGemma image-text-to-text pipeline failure. Different models and code paths." + "reason": "Gemma processor import incompatibility vs Windows/ROCm torch.distributed import failure; unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs MacOS bus error with CLIP community model. Same broad area, but entirely different bugs." + "reason": "Tokenizer inconsistency vs MacOS bus error on a CLIP model; no shared code-path bug." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs DiffusionGemma pipeline failure; unrelated failures." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "TensorBoard-only backend misdetection vs tensorflow_text missing from BACKENDS_MAPPING. Both backend-related, but not the same defect." + "reason": "Both are backend-dependency errors, but they concern different backends and different resolution paths." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RTDetr forward shape mismatch vs Gemma4 quantized vision/audio dtype casting. Unrelated implementation issues." + "reason": "RT-DETR feature-level mismatch vs Gemma4 quantized embedder dtype casting; different model components." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary-loss normalization bug vs T5 apex.FusedRMSNorm memory leak. Different models and fix targets." + "reason": "Auxiliary-loss normalization and apex RMSNorm memory leak are unrelated." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor/tokenizer API breakage in v4.57.5 and the other is Kimi-K2.5 codec/regex behavior in 5.4.0. Not the same underlying bug." + "reason": "Both mention tokenizer regressions, but they are different models, symptoms, and underlying mechanisms." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Normalization of auxiliary loss vs version-dependent tokenization changes. Different problem domains." + "reason": "Aux-loss normalization bug vs broad tokenization-version-change report; no concrete shared bug." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBird mask token registration/decode issue vs mdeberta add_special_tokens not adding BOS/EOS. Both are special-token related, but not the same tokenizer bug." + "reason": "Different special-token/tokenization regressions in different tokenizer families." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Generic custom model initialization regression vs FSDP CPU RAM efficient loading regression. No shared concrete failure." + "reason": "Custom model initialization breakage vs FSDP loading regression; unrelated." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE layer misconfiguration vs Sam3Model text encoder weights not loaded. Different model internals and symptoms." + "reason": "Smollm3 RoPE-layer mismatch vs Sam3 text-encoder weights not loading; different model-specific issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs recurrent-state reset in Qwen3_5MoE; separate code paths." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration bug vs DiaConfig save/load token-ID loss; different tokenizer/config issues." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "ImageProcessor URL loading vs TimesFM window_size attribute error; unrelated." } ] }, @@ -8041,16 +8060,18 @@ "issue:43295", "issue:43452", "issue:43504", + "issue:43525", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43611", - "issue:43653", "issue:43688", "issue:43720", "issue:43761", "issue:43782", "issue:43927", + "issue:44361", "issue:44464", "issue:44466", "issue:44479", @@ -8061,38 +8082,33 @@ "issue:44625", "issue:44704", "issue:44734", - "issue:44743", - "issue:44821", "issue:44843", "issue:44977", "issue:44991", "issue:45290", "issue:45440", "issue:45491", + "issue:45584", "issue:46002", "issue:46050", "issue:46491", "issue:46612", "issue:46693", - "issue:46821", "issue:46846", "issue:47013" ], "soft_pairs": [ - "issue:44464|issue:44743", - "issue:43653|issue:43927", - "issue:44821|issue:46821", "issue:42898|issue:46491", "issue:43452|issue:43577", "issue:44843|issue:44991", "issue:44479|issue:44625", "issue:33666|issue:36010", "issue:43761|issue:47013", - "issue:44484|issue:44704", "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:43688|issue:45440", + "issue:44484|issue:44704", "issue:41720|issue:44464", + "issue:43688|issue:45440", "issue:44977|issue:46693", "issue:44464|issue:44977", "issue:44734|issue:46612", @@ -8108,216 +8124,219 @@ "issue:43611|issue:46846", "issue:43606|issue:43927", "issue:43504|issue:44610", - "issue:44514|issue:45290" + "issue:43525|issue:43572", + "issue:44514|issue:45290", + "issue:43720|issue:44361", + "issue:44625|issue:45584" ], - "prepared_review_unit_hash": "276a1b7586b89b383b236333d8ab9084e9086b279fc759b28fe7ee3216a9d59e", + "prepared_review_unit_hash": "89ee116eb5527bc9c6f35c9c60af38c251f431367b1449d1220beda789cd4927", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36445, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the apparent similarities are mostly broad subsystem overlaps (generation, loading, tokenization, processors, dtype), not the same underlying bug or change. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue stands out, because these reports span unrelated failures across training, tokenizer behavior, model loading, generation, and multimodal processing.", + "summary": "This cluster is heterogeneous: tokenizer, loading, config, training, generation, and model-specific regressions mixed together. The soft pairs are only superficially similar, so I reject them all; issue 43504 is the closest hub by connectivity, but not a true duplicate anchor.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical duplicate anchor; the cluster spans unrelated bugs and regressions across different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best representative exists for the whole cluster; the soft-similarity links are spurious and do not form one coherent duplicate set.", + "best_issue_reason": "Issue 43504 is the least-bad representative because it appears in multiple soft links, but those links are still too weak and model-specific to treat it as a real canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both involve generation/caching, but one is about compiled forward chunked generation and the other about recurrent state reset in xLSTM; different bug and code path." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Tokenizer special-token registration causing empty decode is unrelated to DiaConfig losing custom token IDs after save/load." - }, - { - "left": "issue:44821", - "right": "issue:46821", - "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated loader/config bugs." - }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Global clean_up_tokenization_spaces behavior change is not the same as CodeLlama\u2019s leading-space round-trip regression." + "reason": "Both involve tokenizer behavior, but one is a v5 default change and the other is a CodeLlama leading-space round-trip regression; different root causes." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading failures and BLIP2 dtype propagation are separate model-loading issues." + "reason": "GGUF loading failure and BLIP2 dtype propagation are unrelated subsystems and bugs." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline-mode failure in _patch_mistral_regex is a different cause than EMBEDDIA/est-roberta tokenizer loading breakage." + "reason": "Offline model_info patching and tokenizer loading for a specific model are different loading failures." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "A video-input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5." + "reason": "Video-input regression and num_labels propagation bug affect different model paths and fixes." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated problems." + "reason": "Multi-GPU Qwen2-VL training issue and GenerationMixin import error are unrelated failures." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVision hidden_states output and xLSTM state unpacking are different model-specific failures." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "A question about default max_shard_size is not the same as missing kwargs forwarding to cached_file." + "reason": "CLIPVision hidden_states regression and xLSTM unpacking crash are different model/code-path bugs." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are not the same bug." + "reason": "Trainer GPU broadcast NoneType error is not the same problem as Qwen2-VL multi-GPU training." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Device-dependent lm_head serialization mismatch is different from quantized sinq save/load breakage." + "reason": "Tied-weight serialization inconsistency and sinq quantized save/load breakage are different persistence bugs." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Auxiliary loss normalization in OLMoE/GPT Oss is not the same as DeepSeekV3MoE diverging from the remote implementation." + "reason": "A question about max_shard_size is not the same as AutoProcessor kwarg forwarding." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert on auto device mapping is unrelated to chunked generation inconsistency under compiled forward." + "reason": "Auto device mapping cuda assert and compiled chunked generation mismatch are different execution paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepseekV3MoE divergence are different model-correctness issues." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and FA2 performance regression are different symptoms and likely different causes." + "reason": "Flash-attention generation bug and long-context FA2 performance regression are not the same bug." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both mention generation, but one is compiled-forward chunked output mismatch and the other is Qwen3.5 flash-attention failure." + "reason": "Compiled forward chunked generation inconsistency is distinct from the Qwen3.5 flash-attention issue." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Wrong tensor indexing in serve/KV continuation is unrelated to beam-search cache reorder being skipped for legacy models." + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are separate generation bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy field loading for Beit and torch.compile+SDPA failure in Bamba are separate issues." + "reason": "Legacy field loading in BEiT and torch.compile/SDPA failure in Bamba are unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training is not the same as CustomTrainer.compute_loss signature breakage." + "reason": "Qwen2-VL multi-GPU training and compute_loss kwarg incompatibility are different trainer issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image passing regression are different processor bugs." + "reason": "Audio chat-template sampling-rate default and processor.tokenizer regression are different processor bugs." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to auxiliary loss normalization." + "reason": "Embedding dtype mismatch during train/eval is unrelated to auxiliary-loss normalization." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are unrelated loading failures." + "reason": "BEiT legacy-field loading and BitNet packed-weight unpacking are different loading failures." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "weight_only load error and FA2 long-context performance regression are not the same underlying issue." + "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are unrelated." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 mixed-length NaNs on GPU and classification-head NaNs after checkout/init are distinct NaN bugs." + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkpoint NaNs." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight handling during accelerate loading is unrelated to DiaConfig custom token ID loss." + "reason": "BitNet accelerate-loading unpacking bug and DiaConfig token-id persistence bug are different issues." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and the MPS attention head-dim correctness issue are separate code paths." + "reason": "BLIP2 dtype staying float32 and the MPS attention value-head mismatch are unrelated correctness bugs." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading regression and missing linear_attn TP plan entries are unrelated v5 issues." + "reason": "base_model_prefix loading break and missing TP plan entries for Qwen3.5 are different model-loading configuration issues." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token ID persistence." + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig token ID loss." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field loading and OmDet-Turbo processor/model size mismatch are different bugs." + "reason": "BEiT legacy-field loading and OmDet-Turbo processor size mismatch are separate model/preprocessing bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token config fields, but they are model-specific regressions in different config classes." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Batched apply_chat_template padding=False crash and assistant tool-call/no-content crash are separate edge cases." + "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is tool-call messages without content; different edge cases." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading/unpacking and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and Whisper empty-transcription generation are different bugs." } ] }, @@ -8348,15 +8367,15 @@ "issue:42796", "issue:43278", "issue:43295", + "issue:43334", "issue:43452", "issue:43493", - "issue:43525", "issue:43572", "issue:43575", "issue:43643", "issue:43646", "issue:43701", - "issue:43720", + "issue:43824", "issue:43825", "issue:43844", "issue:43927", @@ -8370,15 +8389,15 @@ "issue:44561", "issue:44568", "issue:44589", - "issue:44625", "issue:44792", "issue:44843", "issue:44849", "issue:44964", "issue:44977", + "issue:45357", "issue:45405", "issue:45520", - "issue:45584", + "issue:45759", "issue:45812", "issue:45823", "issue:46050", @@ -8391,10 +8410,7 @@ "issue:46832" ], "soft_pairs": [ - "issue:43525|issue:43572", - "issue:43720|issue:44361", "issue:43643|issue:44561", - "issue:44625|issue:45584", "issue:44964|issue:45405", "issue:43493|issue:43825", "issue:44977|issue:46209", @@ -8403,8 +8419,8 @@ "issue:43452|issue:44451", "issue:45823|issue:46050", "issue:39692|issue:43295", - "issue:42796|issue:44977", "issue:43994|issue:46192", + "issue:42796|issue:44977", "issue:43493|issue:43844", "issue:43278|issue:43844", "issue:43278|issue:43701", @@ -8420,210 +8436,219 @@ "issue:43572|issue:44291", "issue:44488|issue:44843", "issue:46821|issue:46832", - "issue:44589|issue:45520" + "issue:44589|issue:45520", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:44849|issue:45357" ], - "prepared_review_unit_hash": "52c5fc893a1962f74efbcbb8eef3e1415c7a5579a81a3c175f5dffd38e3fb50b", + "prepared_review_unit_hash": "6f889bb9f53e999d4fcdcfc3db60574225e22dd3b4b36ef3c886a946165ae827", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36732, - "estimated_input_tokens": 9183, - "estimated_eval_tokens": 18622 + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes tokenizer regressions, config/loading breakages, model-specific inference bugs, and unrelated runtime/CI issues. I don\u2019t see any soft pair that is clearly the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45812 is the best representative of the cluster\u2019s main recurring theme: a broad tokenizer regression in v5 with concrete, user-visible wrong outputs and multiple inbound references. It is also more general and impactful than the narrower model-specific tokenizer reports.", + "summary": "This cluster is heterogeneous: most items are unrelated model-loading, config, training, or tokenizer bugs. None of the soft pairs looks like the same underlying issue, so I reject all proposed merges. The closest recurring theme is tokenizer regressions, and issue 45812 is the broadest representative.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45812 is the clearest broad tokenizer regression in the set, with a concrete v4\u2192v5 breakage and multiple inbound references; it is the best single representative of the cluster\u2019s main recurring theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: it describes a broad silent regression affecting all Granite models, has clear reproduction impact, and is closer to the cluster\u2019s tokenizer-regression center than the more model-specific or unrelated items.", + "best_issue_reason": "Issue 45812 is the strongest standalone issue here because it describes a widespread, silent tokenizer regression rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both are missing-config-field reports after v5, but they involve different models and different fields (`pad_token_id` vs `pad_token_idx`), so they are not the same bug." - }, - { - "left": "issue:43720", - "right": "issue:44361", - "accept": false, - "reason": "One is a BitNet packed-weight loading bug; the other is a tokenizer AttributeError on tasks. Different code paths and symptoms." - }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention `trust_remote_code`, but the underlying failures differ: missing returned config fields vs removal of `is_torch_fx_available` breaking remote-code models." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "These are unrelated model-specific bugs: Qwen3.5 `num_labels` propagation vs Whisper empty transcription generation after special-token alignment." + "reason": "Both involve trust_remote_code, but they describe different failures and different code paths: missing fields in AutoConfig vs a removed utility breaking remote-code models." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "A model load failure for Phi-4 multimodal is not the same as an incorrect PEFT minimum-version bump." + "reason": "Completely unrelated: Phi-4 multimodal loading failures do not match a PEFT version pinning issue." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch is a model correctness bug; pipeline translation messaging is an API/error-message issue." + "reason": "Different subsystems and symptoms: SigLIP2 accuracy/discrepancy vs pipeline error messaging for translation tasks." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Both are inference problems, but one is Qwen3.5 flash-attention behavior and the other is FP8/B200 hardware support; different causes." + "reason": "Both are runtime failures, but one is Qwen3.5 flash-attention generation and the other is FP8 inference on B200; not the same bug." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are unrelated bugs." + "reason": "Tokenizer whitespace behavior and a MacOS bus error in a CLIP model are unrelated." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness on one side and Trainer import interference from `datasets` on the other are completely different failures." + "reason": "MPS attention correctness and Trainer import interference from datasets are unrelated issues." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading-related, but one is a `gguf_file` regression across AutoTokenizer/AutoModel; the other is a specific model load failure for ScandiBERT." + "reason": "Both are model-loading complaints, but one is about gguf_file handling in Auto* loaders and the other is a specific BERT model failing to load." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-map PLE mismatch and quantized sinq save/load breakage involve different subsystems and failure modes." + "reason": "Device-mapped forward mismatch and quantized save/load corruption are different problems with different failure modes." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors are not the same as a runtime regression accessing `processor.tokenizer` and passing images to tokenizer." + "reason": "Documentation/example errors are not the same underlying bug as a regression in processor.tokenizer/image passing behavior." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "A tokenizer BPE-marker bug and a flash-attention generation bug are unrelated." + "reason": "SigLIP2 model output quality and return_tensors being ignored are unrelated." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Wrong SigLIP2 outputs from model/pipeline are unrelated to `text_kwargs` overriding `return_tensors`." + "reason": "Tokenizer BPE-marker handling for Ministral and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Model implementation discrepancy vs DeepSpeed gradient blow-up are different problems with different code paths." + "reason": "SigLIP2 implementation discrepancy and a DeepSpeed gradient regression do not share a concrete code-path problem." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluate is not the same as abnormal gradient growth under ZeRO-3." + "reason": "Dtype drift in evaluate and gradient explosion under ZeRO-3 are different training/runtime bugs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different issues: dtype change in evaluation vs checkpoint resume key mismatch." + "reason": "Embedding dtype change and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are separate v5 regressions." + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are distinct v5 regressions." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8/B200 inference support and accuracy regression after version upgrade are not the same bug." + "reason": "FP8 inference failure on B200 and accuracy regression after upgrade are not the same bug." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta-v3; the other is DeepSeek-Coder tokenization output corruption with a different fix gap." + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and likely different fixes." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS bus error with a CLIP model and Qwen2-VL multi-GPU training are unrelated." + "reason": "A MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load losing token IDs is a config serialization bug; MLukeTokenizer AttributeError on tasks is a tokenizer/runtime bug." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different issues." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel model loading is unrelated to a PEFT version pin bump." + "reason": "Tensor-parallel OOM and an unreleased PEFT minimum-version bump are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus image-generation test failure is not the same as a dependency version-release problem." + "reason": "A janus test failure is not the same underlying problem as a dependency version bump." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and FP8/B200 inference are different issues." + "reason": "Qwen3.5 hidden-states behavior and FP8 inference failure are unrelated." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenizer behavior, but one is about `add_special_tokens` missing BOS/EOS on a specific tokenizer, while the other is a broader wrong-token-IDs regression for Granite models; not the same concrete bug." + "reason": "Both are tokenizer regressions, but one is a specific mdeberta special-token failure and the other is a broad Granite token-ID regression; not the same concrete bug." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing config fields after v5 and an unexpected `_is_hf_initialized` argument in `init_empty_weights` are different API breakages." + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized init args are different v5 compatibility issues." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A specific model load failure and an offline-mode failure caused by an unconditional hub call are distinct loading bugs." + "reason": "A model-loading failure for sleng-bert and an offline-mode regression in Mistral regex patching are unrelated." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM `window_size` AttributeError and RT-DETR `num_feature_levels` forward TypeError are different model-specific errors." + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model-specific bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import key errors are unrelated compatibility issues." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is improper text_config unwrapping; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2.5-VL and Float8 storage lookup are unrelated failures." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden_states behavior and incorrect visual-encoder key serialization are different issues." } ] }, @@ -8647,22 +8672,25 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ + "issue:15354", "issue:28218", "issue:29159", "issue:29942", "issue:30333", "issue:32090", "issue:34567", + "issue:38175", "issue:42490", "issue:43257", "issue:43299", "issue:43334", + "issue:43493", "issue:43504", "issue:43572", "issue:43606", "issue:43653", "issue:43696", - "issue:43824", + "issue:43701", "issue:43844", "issue:43873", "issue:43937", @@ -8670,7 +8698,6 @@ "issue:44112", "issue:44464", "issue:44493", - "issue:44589", "issue:44849", "issue:44869", "issue:44964", @@ -8679,11 +8706,9 @@ "issue:45200", "issue:45229", "issue:45245", - "issue:45357", "issue:45520", "issue:45584", "issue:45588", - "issue:45759", "issue:45823", "issue:46050", "issue:46285", @@ -8696,10 +8721,7 @@ "issue:47145" ], "soft_pairs": [ - "issue:43334|issue:45759", - "issue:43824|issue:44589", "issue:43504|issue:43606", - "issue:44849|issue:45357", "issue:43334|issue:43572", "issue:45245|issue:46710", "issue:43257|issue:43299", @@ -8719,201 +8741,191 @@ "issue:42490|issue:43696", "issue:45200|issue:45229", "issue:45229|issue:45823", - "issue:45084|issue:45520", "issue:45588|issue:46050", + "issue:45084|issue:45520", "issue:28218|issue:34567", - "issue:29942|issue:30333" + "issue:29942|issue:30333", + "issue:15354|issue:38175", + "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "1a404bc0e15d79c32622839f46613837a188fe637e77bd2f891945aeb4b72977", + "prepared_review_unit_hash": "12f54a14b7ad7ff9cd27750933ab71916cd7361bad04baf1fd939a78b1c67c32", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35295, - "estimated_input_tokens": 8824, - "estimated_eval_tokens": 17904 + "soft_pair_count": 26, + "serialized_chars": 34968, + "estimated_input_tokens": 8742, + "estimated_eval_tokens": 17740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous mix of tokenizer, model-loading, training, offload, quantization, and CI issues; the soft pairs are only superficially similar and do not describe the same concrete bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43873 is the broadest, most central runtime bug in the set and has the strongest discussion/inbound signal; it is the best anchor even though the overall cluster is not a true duplicate set.", + "summary": "This cluster is highly heterogeneous: tokenizer quirks, model-loading regressions, device/offload mismatches, OOMs, and unrelated CI/runtime failures. No soft pair looks like the same underlying bug, so there are no safe duplicate merges here.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43334 is the clearest representative of the cluster\u2019s most common theme: a concrete model-loading regression in transformers dev with a specific missing config attribute and an actionable failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most representative issue to anchor triage because it is broadly phrased, open, and well-discussed, but the surrounding issues are mostly unrelated one-off failures.", + "best_issue_reason": "issue:43334 is the most self-contained and diagnostic report among otherwise unrelated bugs, making it the best single issue to stand in for the cluster if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id attribute in dev transformers while the other is about AutoModelForCausalLM not unwrapping text_config; different failure modes and fixes." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Both are import/runtime errors, but one is a missing Qwen2.5-VL symbol and the other is a storage-object lookup for Float8_e4m3fn; unrelated code paths." - }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "One is a BEiT legacy-field loading problem and the other is a Bark CPU-offload device mismatch; different models and different bugs." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Both mention Qwen3.5, but one is output_hidden_states behavior and the other is incorrect visual encoder keys on save_pretrained; not the same underlying issue." + "reason": "Different failures: legacy-field pretrained loading vs CPU offload device mismatch. Same broad area, but not the same code-path bug." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are config-attribute problems after version changes, but they affect different models and different missing fields (pad_token_id vs pad_token_idx)." + "reason": "Both are config/attribute regressions during loading, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`)." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "These are both regression-style reports, but one is a category-count runtime limit and the other is an accuracy regression after upgrading Transformers; not the same bug." + "reason": "`categories cannot exceed 2^24` is a tensor/category limit error; the other is an accuracy regression after upgrade. Not the same bug." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen3 MOE/Qwen3VL loading, but one is accelerate+deepspeed conversion and the other is a dev-version loading breakage for a different model family; too distinct to merge." + "reason": "Both involve Qwen3 MoE, but one is weight conversion with accelerate+deepspeed and the other is a transformers-dev loading breakage. Different underlying paths." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "One is about unexpected position-id keys across many models, while the other is a CLIP class structure change; broad architectural similarity only, not the same defect." + "reason": "`unexpected key with position id` and CLIP text-model structure divergence are unrelated model-structure issues." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "One is BEiT legacy-field loading, the other is BigBirdTokenizer special-token registration and empty decode output; unrelated tokenizer/model bugs." + "reason": "Unrelated: Beit legacy-field loading failure vs BigBirdTokenizer special-token registration bug." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI/runtime mismatches, but one is CPU offload on a specific model and the other is a stale test/device-override issue in GraniteSpeech; not the same code path." + "reason": "Both mention device-related CI issues, but one is CPU offload inference and the other is a stale device-override test. Different bugs." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Both involve model forward execution, but one is dtype mismatch in inference and the other is RT-DETR feature-level handling; different subsystems and fixes." + "reason": "Different runtime failures in different models: bfloat16 dtype mismatch vs RT-DETR feature-level mismatch." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-states behavior is unrelated to FP8 compressed-tensors checkpoints missing weight_scale application." + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 compressed-tensors checkpoint loading corruption." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a missing decorator for apply_rotary_pos_emb registration and the other is missing linear_attn entries in a tensor-parallel plan; different bugs." + "reason": "Both Qwen3.5-related, but one is a kernel registration/decorator crash and the other is TP-plan completeness causing OOM/shape errors." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "One is chunked generation with compiled forward and the other is Whisper generation on empty transcription after align_special_tokens; different generation paths and failure conditions." + "reason": "Chunked generation with compiled forward is a different path from Whisper empty-transcription decoding failure." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "One is gradient growth with HfDeepSpeedConfig + ZeRO-3, the other is a multimodal model loading failure; no shared concrete bug." + "reason": "ZeRO-3 gradient growth under DeepSpeed is unrelated to Phi-4 multimodal load failure." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline do not match a generic unexpected position-id key regression." + "reason": "SigLIP2 inference nonsense and position-id key warnings are different model/runtime problems." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both touch quantization/offloading, but one is offloading behavior with quantization and the other is broken save/load round-tripping for sinq quantization; different failure surfaces." + "reason": "Quantization/offloading behavior and sinq save/load breakage are related broadly, but not the same concrete defect." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a NoneType passed to _gpu_broadcast_one are unrelated bugs." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the `_gpu_broadcast_one` NoneType trainer error." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both are empty-input/edge-case decoding issues, but Whisper trailing replacement-character handling and apply_chat_template on an empty list are different code paths." + "reason": "Both are edge-case crashes, but one is Whisper timestamp decoding and the other is chat-template handling for empty input. Different code paths." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "A GLM generation-config validation error is not the same as a diffusion/image-text pipeline failure." + "reason": "Invalid GenerationConfig and a diffusion pipeline output issue are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A trailing-slash local-model import warning and a GPT-oss CUDA OOM are completely different issues." + "reason": "Trailing-slash import warning is unrelated to a GPT-oss CUDA OOM." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are separate problems: one is input construction, the other is memory capacity." + "reason": "Same model family, but one is a missing default for text-only fine-tuning and the other is multi-GPU inference OOM. Not duplicates." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Both involve Gemma4 inference, but one is OOM and the other is a PLE device mismatch with device_map='auto'; different code paths." + "reason": "`s_aux=None` flash-attention crash and quantized save/load corruption are distinct failure modes." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "A compiler error about non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." - }, - { - "left": "issue:45588", - "right": "issue:46050", - "accept": false, - "reason": "Flash-attention integration crashing on sink-less models is unrelated to sinq checkpoint save/load corruption." + "reason": "Template-node compilation failure is unrelated to the Python 3.13 `flash_attn` import key error." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer extra-space behavior and TrainerState num_input_tokens_seen not updating are different components and bugs." + "reason": "Tokenizer spacing after added token and TrainerState token-count tracking are unrelated." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow not reporting failed jobs are unrelated CI/runtime issues." + "reason": "Flash Attention CI test failures and MLFlow reporting after training failure are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript generator-expression export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint resume key mismatch." } ] }, @@ -8937,11 +8949,11 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ - "issue:15354", + "issue:28218", "issue:29870", "issue:29942", + "issue:35141", "issue:37428", - "issue:38175", "issue:39692", "issue:41720", "issue:42490", @@ -8954,7 +8966,6 @@ "issue:43550", "issue:43572", "issue:43575", - "issue:43701", "issue:43824", "issue:43844", "issue:43873", @@ -8971,6 +8982,7 @@ "issue:45198", "issue:45200", "issue:45290", + "issue:45381", "issue:45406", "issue:45446", "issue:45520", @@ -8980,6 +8992,7 @@ "issue:46121", "issue:46178", "issue:46192", + "issue:46209", "issue:46369", "issue:46701", "issue:46710", @@ -8987,9 +9000,7 @@ ], "soft_pairs": [ "issue:43065|issue:46369", - "issue:15354|issue:38175", "issue:44554|issue:45446", - "issue:43493|issue:43701", "issue:41720|issue:46710", "issue:44977|issue:46701", "issue:37428|issue:43957", @@ -9000,8 +9011,8 @@ "issue:45588|issue:45759", "issue:45406|issue:46121", "issue:43540|issue:45200", - "issue:43572|issue:46821", "issue:43295|issue:43873", + "issue:43572|issue:46821", "issue:43295|issue:44610", "issue:44186|issue:46192", "issue:45823|issue:46192", @@ -9009,229 +9020,231 @@ "issue:43550|issue:43844", "issue:43572|issue:44987", "issue:29870|issue:29942", - "issue:45520|issue:46178", "issue:37428|issue:43824", + "issue:45520|issue:46178", "issue:45200|issue:45823", "issue:42490|issue:43493", "issue:39692|issue:46192", "issue:43295|issue:43493", "issue:44521|issue:45290", - "issue:42915|issue:43824" + "issue:42915|issue:43824", + "issue:28218|issue:35141", + "issue:45381|issue:46209" ], - "prepared_review_unit_hash": "69feb8f42f515c9725e1c225ce95907056c1d6e65ff0935a7deedfde586621cb", + "prepared_review_unit_hash": "32e93078868393a92a048af10597cb7208726d06a7b8b42a6033c35a0e408808", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36581, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of unrelated bugs and regressions; the soft pairs mostly share a subsystem name or model family, but not the same concrete failure mode, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the collection spans unrelated models, APIs, and error modes, so any one issue would be a poor representative for the set.", + "summary": "The soft pairs are mostly false positives: they share broad areas like tokenization, multimodal processing, flash-attn, or serving, but not the same concrete bug or fixable code path. None look like mergeable duplicate PR candidates.", + "confidence": 0.91, + "canonical_issue_reason": "No strong canonical issue exists because the set is heterogeneous. If one must be picked, issue 43295 is the closest representative as a concrete regression report with broad impact and clear user-facing breakage, but it is not a true hub for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue among these; the closest matches are still too heterogeneous to serve as a reliable cluster anchor.", + "best_issue_reason": "Issue 43295 is the best overall representative because it is a regression-oriented, reproducible bug report with broader downstream relevance than the more niche or dependency-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Both involve SAM3, but one is about a dummy Conv2d implementation and the other about memory overflow; different bugs." - }, - { - "left": "issue:15354", - "right": "issue:38175", - "accept": false, - "reason": "Different models and failures: TorchScript GeneratorExp export error vs SigLIP2 zero-probabilities issue." + "reason": "Both involve SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow report; different underlying problems." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Both touch flex attention, but one is an MPS correctness bug and the other is a version-check/import bug." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "Both mention flex_attention, but one is an MPS attention correctness bug and the other is a version-check/import bug; unrelated fixes." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "CUDA assert during auto device mapping is unrelated to an accuracy regression after upgrading Transformers." + "reason": "Different models and failure modes: Qwen3 auto device mapping crashes versus an accuracy regression in DeepSeek after upgrade." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Different models and code paths: Qwen3.5 flash-attention generation vs DiffusionGemma pipeline failure." + "reason": "Both are generation-related, but they affect different models and pipelines with no shared code-path bug." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing flash-attention helper is not the same as meta-device loading breakage." + "reason": "One is a missing flash-attention import symbol, the other is meta-device model loading breaking some models; not the same defect." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-related, but one is a multimodal continuous-batching type error and the other is KV-cache tensor indexing." + "reason": "Both hit transformers serve, but one is a multimodal continuous-batching crash and the other is a KV-cache indexing bug; different code paths." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression and batched video-shape bug are different multimodal issues." + "reason": "Both are multimodal processor regressions, but one is about processor.tokenizer exposure and image passing while the other is batched video shape handling." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation failure and accuracy regression are different underlying problems." + "reason": "Qwen3.5 flash-attention generation failure and DeepSeek accuracy regression are unrelated bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "A dtype mismatch in bf16 inference and a Wav2Vec2 save/tokenization failure are separate model-specific issues." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Sink-less flash_attention crash and text_config unwrapping for composite configs are separate bugs." + "reason": "Flash-attention sink-less-model attribute handling and multimodal config unwrapping are different problems in different layers." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are unrelated." + "reason": "Gemma4 processor missing _tokenizer and rope-parameter JSON list handling are unrelated regressions." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are different issues." + "reason": "Video input validation in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal issues." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "StableLmConfig pad_token_idx and TimesFM window_size errors are unrelated config/API problems." + "reason": "Processor/tokenizer regression and offloading-with-quantization behavior are not the same underlying bug." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are different bug classes." + "reason": "StableLmConfig missing pad_token_idx and TimesFM window_size AttributeError are unrelated config/API failures." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as OmDet-Turbo image-size mismatch." + "reason": "A processor/tokenizer regression and an OmDet-Turbo input-size mismatch are separate multimodal bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "NER/batched padding crash in LayoutLMv2Tokenizer is unrelated to return_tensors being ignored." + "reason": "LayoutLMv2Tokenizer crashing on NER/padding and return_tensors being ignored are different tokenizer issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch during forward is unrelated to return_tensors handling." + "reason": "Gemma4 device placement mismatch and return_tensors handling are unrelated." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor shape bug and tensor-parallel OOM are not the same failure mode." + "reason": "Batched video shape handling and tensor-parallel OOM are different failure classes." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure and DeepSpeed ZeRO-3 gradient growth are unrelated training bugs." + "reason": "torch.compile SDPA failure for Bamba and ZeRO-3 gradient growth are unrelated training/inference bugs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast on transformers>=5.1.0 are different problems." + "reason": "Missing StableLmConfig field and loading failure for physical-intelligence/fast do not share the same root cause." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate UnboundLocalError and Flash Attention 2 test failures are unrelated." + "reason": "A Bart generate() UnboundLocalError and Flash Attention 2 test failures are not the same code path." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "flash_attn KeyError on Python 3.13 and tensorflow_text backend mapping error are different import issues." + "reason": "Both are import errors, but for different symbols and modules; no shared fix is evident." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Missing flash-support import and missing Qwen2.5-VL export are unrelated ImportErrors." + "reason": "These are different backend-mapping import_utils issues affecting different backend names." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros and a device_map auto mismatch are distinct Gemma4 bugs." + "reason": "Gemma4 training-token defaults and Gemma4 device-map forward mismatch are separate bugs." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "A path-trailing-slash import warning and a SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 documentation errors and ignored return_tensors are not the same bug." + "reason": "SigLIP2 documentation/example problems and return_tensors option handling are not the same bug." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Both mention multimodal processor/model behavior, but one is processor.tokenizer regression and the other is SigLIP2 numerical discrepancy." + "reason": "Both involve multimodal models, but one is a processor/tokenizer regression and the other is a SigLIP2 correctness discrepancy." }, { "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 messages." + "reason": "Chat template assistant-mask behavior and tool-call crash are different edge cases with different fixes." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to the missing Qwen2.5-VL import." + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token and output embedding reinitialization after resize are separate issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position ids and FP8 inference on B200 are unrelated hardware/model bugs." } ] }, @@ -9255,14 +9268,14 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ - "issue:28218", - "issue:35141", + "issue:37428", "issue:41720", "issue:43262", "issue:43278", "issue:43334", "issue:43335", "issue:43388", + "issue:43425", "issue:43450", "issue:43452", "issue:43525", @@ -9291,7 +9304,6 @@ "issue:45198", "issue:45200", "issue:45325", - "issue:45381", "issue:45412", "issue:45563", "issue:45593", @@ -9300,27 +9312,26 @@ "issue:46234", "issue:46285", "issue:46512", + "issue:46821", "issue:46894", "issue:46899", "issue:46932" ], "soft_pairs": [ - "issue:45381|issue:46209", - "issue:28218|issue:35141", "issue:44466|issue:45127", "issue:44737|issue:46894", "issue:43278|issue:43856", "issue:43452|issue:46512", - "issue:43653|issue:44112", "issue:43262|issue:43450", + "issue:43653|issue:44112", "issue:43824|issue:43975", - "issue:43950|issue:46285", "issue:43334|issue:43525", + "issue:43950|issue:46285", "issue:44442|issue:45198", "issue:43526|issue:46192", - "issue:44898|issue:45412", "issue:45200|issue:46899", "issue:45200|issue:46932", + "issue:44898|issue:45412", "issue:44792|issue:45563", "issue:43819|issue:44112", "issue:43335|issue:43550", @@ -9328,208 +9339,217 @@ "issue:41720|issue:46209", "issue:44561|issue:46234", "issue:44610|issue:44857", - "issue:43827|issue:43901", "issue:43819|issue:45083", + "issue:43827|issue:43901", "issue:44857|issue:45593", "issue:43606|issue:45083", - "issue:43388|issue:43526" + "issue:46512|issue:46821", + "issue:43388|issue:43526", + "issue:37428|issue:43425", + "issue:43335|issue:43653" ], - "prepared_review_unit_hash": "d1bd8d399769cc63a914677f62ba0c709f0358918ffa8c2dce9f71ebc46f9bc4", + "prepared_review_unit_hash": "77ba68a085886836d71344237595eb05b9388d0475851d412f03681167e841f3", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36572, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "soft_pair_count": 29, + "serialized_chars": 36807, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicates here: every soft pair points to a different bug or doc issue, usually in a different model/component. The cluster is heterogeneous, so there is no credible canonical issue/PR.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the items span unrelated problems (tokenization, config attributes, quantization, processors, docs, CI) and do not share a single concrete code-path failure.", - "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: because the set is not a duplicate cluster, there is no single issue that should represent the group.", - "best_pr_reason": null, + "summary": "This cluster is not a single duplicate set; it mixes many unrelated issue reports across model loading, tokenizers, audio/video processors, training bugs, and docs regressions. No soft pair looks mergeable as the same underlying change/fix.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and does not share one underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No strong best issue candidate; any representative would be arbitrary given the unrelated subtopics.", + "best_pr_reason": "No pull requests to evaluate.", "soft_edge_verdicts": [ - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL rope-index bug vs FP8 inference failure on B200; different models and failure modes." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer extra-space detokenization bug vs embedding reinit on resize; unrelated code paths." - }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of lm_head.weight/tied weights vs LoRA merge collapse; same theme but not the same concrete bug." + "reason": "Different bugs: serialization of lm_head.weight vs LoRA merge/collapse after vocabulary expansion." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU arange/device bug vs ASR training double-shift loss bug; different model families and fixes." + "reason": "XLNet CPU positional encoding bug is unrelated to CohereASR training-loss double-shift." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "dtype drift in evaluate vs Qwen3 MoE memory usage; not the same underlying issue." + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory usage during training." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading breakage vs from_config(dtype=...) stale config dtype; different APIs and root causes." + "reason": "gguf_file loading failure and stale config.dtype after from_config are different code paths." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs GraniteSpeech stale CI test; unrelated." + "reason": "Audio chat-template sampling-rate default and batched video shape are separate processor bugs." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Audio chat-template sample-rate default vs batched video shape bug; different processor logic." + "reason": "Tokenizer special-token registration is unrelated to the GraniteSpeech CI device-override failure." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import error for Qwen2.5-VL class vs incorrect detokenization for DeepSeek Coder; unrelated." + "reason": "Missing Qwen2.5-VL import and DeepSeek detokenization regression are different issues." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP text model structure mismatch; different regressions." + "reason": "Both mention pad_token_id, but they affect different model/config classes and lack evidence of one shared fix." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Both are missing pad_token_id, but they affect different config classes/models and likely need separate fixes." + "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text model structure mismatch." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2Conformer vs save_pretrained/tokenization failure for Wav2Vec2; different pipelines." + "reason": "FastSpeech2Conformer AutoTokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs return_tensors being ignored when text_kwargs is passed; unrelated." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver non-default resolution failure vs RT-DETR memory leak; no shared code-path." + "reason": "reduce_labels truncation and return_tensors being ignored are different API behaviors." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids default bug vs 4-bit quantized embedder dtype-cast bug; separate issues." + "reason": "Default mm_token_type_ids and unsafe quantized embedder dtype casting are different Gemma4 problems." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Different Gemma4 bugs: token-type-id defaulting vs quantized vision/audio embedder casting." + "reason": "Token-type-id defaulting does not match the quantized vision/audio embedder dtype-cast bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory leak are unrelated." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image generation test failure vs stale paged-generate warning; unrelated." + "reason": "Janus image-generation test failure is unrelated to a stale num_return_sequences warning." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC from_latents/STE mismatch vs GraniteSpeech CI device override test; different failures." + "reason": "DAC from_latents mismatch and GraniteSpeech CI test failure are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction vs Bamba SDPA torch.compile failure; distinct code paths." + "reason": "Sparse-layer creation bug and torch.compile/SDPA failure are different model-path issues." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 token-type-id default issue vs Qwen2.5-VL position-id scaling bug; not duplicates." + "reason": "mm_token_type_ids defaulting and temporal position scaling are separate Qwen2.5-VL issues." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device mapping assert vs FP8 inference on B200; different hardware/runtime problems." + "reason": "Qwen3 auto device-mapping cuda assert is unrelated to FP8 inference failure on B200." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of is_torch_fx_available vs missing is_falcon_mamba_ssm_available; separate import-utils symbols." + "reason": "Removed is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import-utils symbols." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP crash; different models and bugs." + "reason": "Processor image-size mismatch and float16 AMP crash in LwDetrImageLoss are unrelated." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Two docs issues about deprecated pipeline-style options, but they target different docs/APIs and are not one bug." + "reason": "DAC latent reconstruction and qwen3_omni_moe feature-length helper behavior are not the same bug." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "DAC forward/from_latents mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + "reason": "Both are docs-related, but they target different deprecated pipeline APIs and are not one change." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA loss crash vs auxiliary-loss omission when denoising is off; different D-FINE issues." + "reason": "AMP crash in LwDetrImageLoss and D-FINE auxiliary-loss omission are different training bugs." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs qwen3_omni_moe length helper; no shared failure mode." + "reason": "CPU offload device mismatch and qwen3_omni_moe helper semantics are unrelated." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale model.config.dtype and TimesFM window_size AttributeError are different failures." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "gather_for_metrics dropping tuple labels vs BeitImageProcessorFast reduce_labels truncation; different layers of the stack." + "reason": "Metric label truncation in gather_for_metrics is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and torch 2.10 incompatibility are not the same underlying issue." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer init bug and BigBirdTokenizer special-token registration are unrelated." } ] }, @@ -9566,12 +9586,11 @@ "issue:42490", "issue:43278", "issue:43335", - "issue:43425", "issue:43504", "issue:43526", "issue:43550", + "issue:43606", "issue:43611", - "issue:43653", "issue:43819", "issue:43825", "issue:43854", @@ -9585,6 +9604,7 @@ "issue:44521", "issue:44743", "issue:44855", + "issue:44857", "issue:45083", "issue:45290", "issue:45412", @@ -9598,23 +9618,20 @@ "issue:46285", "issue:46326", "issue:46424", - "issue:46512", - "issue:46821", + "issue:46431", + "issue:46566", "issue:46858" ], "soft_pairs": [ - "issue:46512|issue:46821", - "issue:37428|issue:43425", "issue:44206|issue:45584", - "issue:43335|issue:43653", - "issue:38175|issue:45412", "issue:45759|issue:46285", + "issue:38175|issue:45412", "issue:46424|issue:46858", "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:43611|issue:44466", - "issue:44855|issue:45083", "issue:43335|issue:43504", + "issue:44855|issue:45083", "issue:43550|issue:44112", "issue:45520|issue:46170", "issue:37428|issue:44351", @@ -9624,210 +9641,213 @@ "issue:43335|issue:45593", "issue:45290|issue:46326", "issue:43278|issue:43825", - "issue:44514|issue:44521", "issue:34689|issue:35141", "issue:45588|issue:45859", + "issue:44514|issue:44521", "issue:42490|issue:43854", "issue:29127|issue:32090", "issue:39692|issue:43526", - "issue:43819|issue:44493" + "issue:43819|issue:44493", + "issue:43606|issue:44857", + "issue:46431|issue:46566", + "issue:39692|issue:44493" ], - "prepared_review_unit_hash": "63b8c19b6d1ca7618ad32a1002aca1e26fd7f174232541bdab91522c6fb77ee9", + "prepared_review_unit_hash": "592b94504804a29871e1a780c500fda62607067157d09b192c5541d13b0e498b", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36522, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers issue reports, mostly around model loading, configuration, caching, and chat-template regressions, but the soft pairs are not true duplicates. The broadest representative is the v5 model-loading regression issue.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43611 is the broadest and most central report: a general v5 model-loading regression affecting models with base_model_prefix, which makes it the best umbrella representative compared with the more specific or unrelated issues in the cluster.", + "summary": "This cluster is heterogeneous: the issue titles are mostly only superficially similar and do not describe the same underlying bug or change. I would keep them separate; if one issue must be used as the cluster representative, the most defensible choice is the active chat_template regression in issue 44521.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44521 is the most active and user-facing concrete regression in the set (open, multiple inbound refs, clear failure mode), so it is the best representative if one issue must anchor the cluster. That said, the set is not actually a duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most suitable cluster representative because it captures a general loading breakage theme and is more broadly applicable than the narrowly scoped model- or feature-specific reports.", + "best_issue_reason": "Issue 44521 is the strongest single issue to retain as the cluster representative because it is specific, current, and broadly discussed. It is still not a good dedupe target for the other items, which cover unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46512", - "right": "issue:46821", - "accept": false, - "reason": "Both are runtime/config issues, but one is about stale model.config.dtype after from_config(dtype=...), while the other is a TimesFM window_size AttributeError. Different code paths and failures." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "One is an ImportError for _flash_supports_window_size, the other is a Torch 2.10 incompatibility report. Related ecosystem area, but not the same bug." - }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different features and failures: LasrFeatureExtractor passing an unsupported center arg vs Whisper generation failing on empty transcription after align_special_tokens." + "reason": "Different failures in different code paths: LasrFeatureExtractor argument handling vs Whisper empty-transcription generation." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "SwitchTransformers sparse-layer creation with num_sparse_encoder_layers=0 is unrelated to BigBirdTokenizer mask-token registration/empty decode output." + "reason": "One is about unwrapping text_config for composite Qwen multimodal configs; the other is a CLIP text-model structure inconsistency." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated bugs in different model families." - }, - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Both involve model structure, but one is AutoModelForCausalLM.from_config on composite Qwen multimodal configs and the other is CLIP text model structure inconsistency. Not the same underlying issue." + "reason": "SigLIP2 zero-probabilities bug and RT-DETR memory release bug are unrelated symptoms and subsystems." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both concern cache internals, but one is about max_cache_length handling for Quantized Cache and the other is a device-tensor seq_length causing slice arithmetic breakage in static cache." + "reason": "Both mention cache, but one is about max_cache_length being ignored for non-quantized caches and the other is a static-cache seq-length/device-tensor arithmetic bug." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and _gpu_broadcast_one rejecting NoneType are different failures in different subsystems." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different regressions." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing ImportError and a MacOS bus error loading a community CLIP model are distinct installation/runtime problems." + "reason": "Missing PyTorch import and MacOS bus error with a community CLIP model are not the same failure." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "General model-loading regression via base_model_prefix is not the same as inconsistent lm_head.weight serialization depending on device." + "reason": "base_model_prefix loading breakage and lm_head.weight serialization differences are separate model-loading/serialization issues." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "DebertaV2Model import/IndentationError on Python 3.13 is unrelated to qwen3_omni_moe helper output-length behavior." + "reason": "SwitchTransformers sparse-layer construction and Beit semantic-segmentation legacy-field loading are unrelated bugs." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer initialization and BEiT legacy-field loading are separate model-specific loading/config bugs." + "reason": "Python 3.13 IndentationError from torch.jit parsing is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to a GraniteSpeech stale device override test failure." + "reason": "torch.compile with SDPA in Bamba is a model/runtime bug; the GraniteSpeech report is a stale CI device-override test issue." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "One is a flash_attn import KeyError on Python 3.13; the other is a Windows ROCm torch.distributed import/type error. Different root causes." + "reason": "flash_attn import key error on Python 3.13 and Windows ROCm torch.distributed dependency problems are different import/runtime failures." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Different missing-symbol import errors: _flash_supports_window_size vs HybridCache." + "reason": "These are two distinct missing-symbol import errors from different modules and code paths." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "SwitchTransformers config layer creation and qwen3_omni_moe output-length helper behavior are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences are unrelated to qwen3_5 modular recurrent-state reset behavior." + "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset logic are separate model-behavior regressions." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "A SwitchTransformers config bug and a GraniteSpeech CI test failure do not share the same underlying code path." + "reason": "A SwitchTransformers configuration bug and a GraniteSpeech CI test failure do not share the same underlying defect." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary loss handling." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are different model-specific issues." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch apply_chat_template/templating, but one is tool-call assistant messages with no content and the other is continue_final_message for mistral_common tokenizers. Different concrete bugs." + "reason": "Both involve chat templating, but one crashes on tool-call assistant messages while the other concerns continue_final_message with mistral_common tokenizers." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype staleness and pipeline translation-task messaging are unrelated issues." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both involve Qwen2.5-VL chat templating, but one is a batched padding=False crash while the other is all-zero assistant masks for multimodal inputs. Close area, different bug." + "reason": "Embedding dtype drift during evaluation is unrelated to a pipeline error message incorrectly suggesting translation support in v5." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model loading regression and output embedding reinitialization after resizing token embeddings are separate loading/init issues." + "reason": "Llama 3.2 Vision model loading regression and output-embedding reinitialization after resizing are different loading/initialization bugs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "flash_attention integration crashing on s_aux=None and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different failure modes." + "reason": "One is a flash_attention integration crash on s_aux=None; the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat_template-related, but one crashes on batched input with padding=False and the other returns all-zero assistant masks for multimodal inputs." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash local path import warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash loading failures are not the same bug." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType failure are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType are unrelated issues." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs example mistakes and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "SigLIP2 documentation/quantization example failures and BeitImageProcessorFast label reduction are different bugs." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents / missing STE mismatch and unexpected position-id keys are different bugs." + "reason": "DAC.from_latents mismatch with forward pass is unrelated to the unexpected position-id key issue affecting many models." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Bark CPU-offload device mismatch and LwDetrImageLoss AMP/CUDA crash are different runtime problems." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and DiffusionGemma weights stuck on meta are unrelated loading/configuration issues." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors do not share the same underlying cause as the unexpected position-id key regression." } ] }, @@ -9860,17 +9880,19 @@ "issue:29942", "issue:31501", "issue:32090", + "issue:33290", "issue:33357", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", - "issue:39692", + "issue:42175", "issue:42490", "issue:43278", "issue:43329", + "issue:43381", "issue:43550", "issue:43575", - "issue:43606", "issue:43701", "issue:43720", "issue:44112", @@ -9881,6 +9903,7 @@ "issue:44617", "issue:44779", "issue:44857", + "issue:44977", "issue:45072", "issue:45083", "issue:45127", @@ -9894,21 +9917,16 @@ "issue:45823", "issue:46234", "issue:46424", - "issue:46431", - "issue:46566", "issue:46697", "issue:47000" ], "soft_pairs": [ - "issue:43606|issue:44857", - "issue:46431|issue:46566", - "issue:43720|issue:44112", - "issue:39692|issue:44493", "issue:28218|issue:32090", + "issue:43720|issue:44112", "issue:45310|issue:45478", "issue:44448|issue:44779", - "issue:44206|issue:45823", "issue:43701|issue:45083", + "issue:44206|issue:45823", "issue:44617|issue:46697", "issue:26413|issue:31501", "issue:45127|issue:45245", @@ -9916,207 +9934,217 @@ "issue:42490|issue:43575", "issue:32090|issue:33357", "issue:44857|issue:45072", - "issue:43550|issue:45083", "issue:45593|issue:47000", + "issue:43550|issue:45083", "issue:27957|issue:34689", "issue:38175|issue:44493", "issue:44464|issue:46424", "issue:29942|issue:35141", "issue:29870|issue:32090", - "issue:45290|issue:45381", "issue:10000|issue:15354", - "issue:43278|issue:43329" + "issue:45290|issue:45381", + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:43278|issue:43381" ], - "prepared_review_unit_hash": "d6fca970758d6a9280e2725933c1f1bacf4417a74b16762a87d1c4f5c70c41f9", + "prepared_review_unit_hash": "4627542fb6a051d1fae8f3dcea2606f27c70ae2f438410ae0a852affe8facc45", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34967, - "estimated_input_tokens": 8742, - "estimated_eval_tokens": 17740 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issues; only the two Qwen3.5 MoE reports appear to be true duplicates. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the earlier, clearer report of the Qwen3.5 MoE `from_pretrained` failure; issue:45478 repeats the same bug with the same symptom and should be treated as a duplicate.", + "summary": "This cluster is mostly unrelated issue noise, with one clear duplicate pair about the Qwen3.5 MoE `from_pretrained` regression. I\u2019d keep that pair and reject the rest as distinct bugs affecting different models/code paths.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earliest of the exact duplicate pair and already has inbound reference activity; issue:45478 is the same bug reported later with a shorter body.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue in this set because it is a direct duplicate target with a concise, specific title and slightly richer discussion context.", + "best_issue_reason": "issue:45310 is the strongest representative of the only true duplicate in this set: same title, same model family, same `from_pretrained` failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "Different failure modes: CPU offload device mismatch for Bark vs AMP/CUDA crash in LwDetrImageLoss." - }, - { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Unrelated problems: missing chat template error vs weights staying on meta with device_map auto." + "reason": "Tokenizer spacing bug vs trainer broadcast TypeError; unrelated symptoms and code paths." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different code paths and symptoms: packed-weight loading bug vs GraniteSpeech CI test flakiness." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "Docs/example errors for SigLIP2 are unrelated to the position-id/key warning across many models." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Packed-weights loading bug vs a GraniteSpeech CI device-override test failure; not the same underlying defect." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same reported bug: `transformers>=5.4.0` causes Qwen3.5 MoE `from_pretrained` failure with matching symptom and model context." + "reason": "Exact same bug report: identical title, same Qwen3.5 MoE `from_pretrained` error, clearly duplicate." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both concern output correctness, but they hit different components: Pegasus v4/v5 behavior vs Deepseek tokenizer regression." + "reason": "Both mention v5 regressions, but one is Pegasus generation output drift and the other is Deepseek tokenizer correctness; different failures." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Different subsystems: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch in forward." + "reason": "Checkpoint key-mismatch issue vs a multimodal feature-length helper bug; no shared concrete failure mode." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Resume/checkpoint key mismatch is not the same bug as qwen3_omni_moe feature-length calculation behavior." + "reason": "Unsupported `center` arg in an image extractor vs device-map mismatch in Gemma4 PLE; different components and fixes." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "OOM in Sam3Video is unrelated to Swin2SR image over-padding." + "reason": "CUDA OOM in SAM3Video vs over-padding in Swin2SR preprocessing; unrelated." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both touch training startup, but one is checkpoint resume iterator failure and the other is FineWeb SLM training not starting; not the same bug." + "reason": "`resume_from_checkpoint` empty epoch iterator vs training startup failure for FineWeb SLM; different root causes." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to the 2^24 category limit runtime error." + "reason": "LoRA/embedding collapse bug vs categorical cardinality limit error; unrelated." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking is unrelated to the missing import_utils helper function." + "reason": "Tokenizer error handling around protobuf vs missing import utility symbol; distinct issues." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM for Qwen2-57B are unrelated." + "reason": "Path-with-slash import warning vs tensor-parallel OOM for Qwen2-57B; no shared code-path bug." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and Mac bus error on CLIP are different failures." + "reason": "Trainer `_gpu_broadcast_one` NoneType crash vs MacOS bus error loading CLIP; unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different dtype-related bugs in different models and code paths." + "reason": "AMP/CUDA loss crash vs BF16 inference dtype mismatch; both dtype-related but different models and failure mechanisms." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe length helper behavior." + "reason": "Missing auxiliary losses when denoising is off vs RTDetr cost-matrix infeasible; different detection bugs." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Aux-loss omission in D-FINE is not the same as RTDetr loss infeasibility." + "reason": "`torch.compile` + SDPA failure in Bamba vs qwen3_omni_moe helper behavior; unrelated." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support issue for XLMRoberta is unrelated to Llama 3.2 Vision model loading regression." + "reason": "Flash Attention 2 support issue vs model loading regression for Llama 3.2 Vision; different regressions." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different model-specific issues." + "reason": "Zero probabilities in SigLIP2 vs unexpected position-id keys; not the same bug." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache max length handling." + "reason": "Compiled chunked generation inconsistency vs cache-length config only honored for quantized cache; separate cache/generation problems." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and post-init reinitializing output embeddings are unrelated." + "reason": "Failing Flash Attention 2 tests vs embedding reinitialization after resize; unrelated." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART `generate()` decoder mask bug is unrelated to `_gpu_broadcast_one` NoneType broadcasting." + "reason": "BART generate `decoder_attention_mask` bug vs trainer broadcast TypeError; distinct issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue vs TorchScript generator-expression export failure; unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are different issues." + "reason": "Chat-template crash on tool-call assistant messages vs Qwen2.5-VL video position-id bug; different text vs multimodal paths." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluate vs undefined video-token helper names; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention utility import vs TensorFlow absent in a torch install extra; no overlap." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation-time BART masking crash vs optimizer memory OOM in deepspeed; different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "DistilBertModel error in German and TorchScript generator-expression limitation in ViT are unrelated." + "reason": "Pegasus output mismatch across versions vs Qwen3.5 flash-attention generation failure; unrelated." }, { "left": "issue:43278", - "right": "issue:43329", + "right": "issue:43381", "accept": false, - "reason": "dtype change during evaluate and undefined video-token helper variables are unrelated." + "reason": "Evaluation dtype drift vs gradient-checkpointing disabled in eval mode; different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The packet contains only issues, so the \u2018no PRs\u2019 summary is correct. The lone accepted soft-edge pair, issue:45310 and issue:45478, is supported by the identical title and closely matching Qwen3.5 MoE from_pretrained symptom. The other soft-edge rejections are conservative and do not overclaim equivalence." + "feedback": "The summary is well grounded in the packet: the only accepted soft edge is the exact title match between issue:45310 and issue:45478, and the canonicalization choice is supported by earlier creation time plus inbound reference activity on 45310. The remaining pair verdicts are conservative and do not overclaim duplication from weak thematic similarity alone." }, "evaluator_used": true, "retried": false, @@ -10139,21 +10167,19 @@ "nodes": [ "issue:25251", "issue:29127", - "issue:29870", "issue:32090", "issue:33290", "issue:33357", "issue:34567", - "issue:37428", "issue:39692", "issue:40444", "issue:41720", - "issue:42175", "issue:42490", "issue:43278", "issue:43381", "issue:43526", "issue:43575", + "issue:43611", "issue:43701", "issue:43873", "issue:43927", @@ -10174,11 +10200,13 @@ "issue:45290", "issue:45440", "issue:45491", + "issue:45563", "issue:45588", "issue:45698", "issue:45803", "issue:45823", "issue:45920", + "issue:46121", "issue:46192", "issue:46399", "issue:46421", @@ -10186,12 +10214,8 @@ "issue:46858" ], "soft_pairs": [ - "issue:37428|issue:42175", "issue:45290|issue:46655", - "issue:29870|issue:33290", - "issue:44448|issue:44977", "issue:44360|issue:44561", - "issue:43278|issue:43381", "issue:44855|issue:46399", "issue:40444|issue:43526", "issue:32090|issue:33290", @@ -10204,8 +10228,8 @@ "issue:43381|issue:43701", "issue:43873|issue:45229", "issue:44448|issue:44466", - "issue:43976|issue:45440", "issue:44871|issue:44977", + "issue:43976|issue:45440", "issue:29127|issue:34567", "issue:33357|issue:39692", "issue:43278|issue:43575", @@ -10214,217 +10238,207 @@ "issue:44568|issue:45491", "issue:44361|issue:45198", "issue:44186|issue:45198", + "issue:41720|issue:45229", "issue:45198|issue:45803", - "issue:41720|issue:45229" + "issue:43611|issue:46121", + "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "96c31c16fce5db573a8538730c1c271139aa14fc2ad39138fa5e114292105515", + "prepared_review_unit_hash": "f488d8178842825078794c9e1b87626a5227728b34c6d44c4b7d6bf99441193d", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36458, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 28, + "serialized_chars": 35794, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are overwhelmingly false positives: they span unrelated subsystems, models, and failure modes, with no convincing duplicate cluster or mergeable PR pair here.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue stands out because the items do not form a single underlying bug cluster; the pairwise similarities are superficial.", + "summary": "This cluster looks over-broad and heterogeneous: the soft-edge candidates span unrelated subsystems and failure modes, so none of them should be merged as duplicates. If an anchor is needed, issue 43873 is the strongest general candidate because it is active, open, and has the most discussion/inbound references.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 is the most active and externally referenced item in the set, so it is the best anchor despite the cluster not being a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; the set is heterogeneous and lacks a shared code-path or concrete duplicate target.", + "best_issue_reason": "Issue 43873 has the strongest engagement signal and is detailed enough to serve as the representative issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:37428", - "right": "issue:42175", - "accept": false, - "reason": "Unrelated failures: a flash-attention import error vs missing TensorFlow in a torch-only install." - }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Different code paths: chat template tool-call crash vs video processor padding bug." - }, - { - "left": "issue:29870", - "right": "issue:33290", - "accept": false, - "reason": "Bart generation UnboundLocalError is unrelated to Adafactor/DeepSpeed OOM." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Different models and bugs: Pegasus output regression vs Qwen3.5 flash-attention generation failure." + "reason": "Different bug classes: chat-template/tool-call handling versus video processor padding calculation." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA/ReLU discussion is unrelated to removal of a torch.fx helper breaking trust_remote_code." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Eval dtype drift and eval-mode gradient checkpointing are separate issues." + "reason": "Unrelated subsystems and symptoms; DSA indexer/ReLU discussion does not match a v5 trust_remote_code breakage." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator/scripted code, but they are different model-specific import/registration bugs." + "reason": "Both involve import-time code generation/decorator problems, but they affect different models and different concrete failures." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Adafactor memory usage in DeepSpeed." + "reason": "Trainer broadcast NoneType error and DeepSpeed/Adafactor OOM are distinct failure modes." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs in AutoTokenizer is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Tokenizer regression across multiple models is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both are save/load regressions, but one loses config token IDs while the other loads the wrong custom module." + "reason": "One is config token IDs lost on save/load; the other is custom module resolution after save_pretrained." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different code paths and symptoms." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning is unrelated to quantization/offloading behavior." + "reason": "Trailing-slash import warning is not the same as quantization/offloading behavior." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/compile mechanics, but one is recompilation noise and the other is a device-tensor arithmetic bug." + "reason": "Both touch cache behavior, but one is spurious recompilation from lazy init while the other is device-tensor seq-length arithmetic in static cache." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast/type handling." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast NoneType errors." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to resume_from_checkpoint key mismatch." + "reason": "Eval-mode gradient checkpointing restriction is a different issue from resume_from_checkpoint key mismatch." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading not working and multi-GPU OOM are different memory-management problems." + "reason": "Quantization/offloading failure is not the same as a Gemma4 multi-GPU OOM." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus v4/v5 output differences and lm_head serialization inconsistency are distinct bugs." + "reason": "Different regressions: generation output mismatch versus serialization inconsistency of lm_head.weight." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Python version support regression is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counting not updating." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation errors are different issues." + "reason": "MacOS CLIP bus error and SigLIP2 docs/example problems are different issues." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Eval dtype change is unrelated to Qwen2-57B tensor-parallel OOM." + "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM when loading Qwen2-57B." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Broken trust_remote_code after API removal is unrelated to DeepSeek tokenizer regression." + "reason": "Removal of is_torch_fx_available breaks remote-code models; DeepSeek tokenizer regression is a separate tokenizer bug." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-pass bugs." + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-path failures." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer special-token insertion bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure are different model-specific bugs." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Both are tokenizer issues, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and multi-GPU CUDA OOM are not the same underlying bug." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature's bare-except bug." + "reason": "Wav2Vec2 tokenization/save_pretrained bug is unrelated to bare except swallowing errors in FuyuBatchFeature." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope param validation TypeError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Qwen3 auto device mapping assert and Gemma4 multi-GPU OOM are distinct multi-GPU failures." + "reason": "Generation failure with flash-attention is unrelated to a stale warning for num_return_sequences." } ] }, @@ -10465,8 +10479,8 @@ "issue:43381", "issue:43412", "issue:43421", + "issue:43526", "issue:43575", - "issue:43611", "issue:43653", "issue:43701", "issue:43756", @@ -10478,7 +10492,6 @@ "issue:44462", "issue:44479", "issue:44743", - "issue:44977", "issue:45072", "issue:45198", "issue:45245", @@ -10492,14 +10505,12 @@ "issue:45588", "issue:45593", "issue:45712", - "issue:46121", + "issue:45834", "issue:46369", "issue:46693", "issue:46701" ], "soft_pairs": [ - "issue:43611|issue:46121", - "issue:44977|issue:45563", "issue:29870|issue:34689", "issue:29942|issue:30064", "issue:43653|issue:44743", @@ -10507,250 +10518,252 @@ "issue:42915|issue:42994", "issue:43756|issue:45440", "issue:43653|issue:44442", - "issue:43065|issue:45412", - "issue:43065|issue:43994", "issue:44265|issue:45198", "issue:43575|issue:43701", "issue:29127|issue:33357", + "issue:43065|issue:43994", + "issue:43065|issue:45412", "issue:43412|issue:45588", - "issue:45491|issue:46693", "issue:42490|issue:43381", + "issue:45491|issue:46693", "issue:45372|issue:45588", "issue:29127|issue:35141", "issue:45245|issue:45563", "issue:45459|issue:45712", "issue:45440|issue:45593", "issue:43994|issue:45412", - "issue:45406|issue:46701", "issue:43575|issue:44387", - "issue:43421|issue:45491", + "issue:45406|issue:46701", "issue:45372|issue:45406", + "issue:43421|issue:45491", "issue:43066|issue:44462", "issue:45412|issue:46369", "issue:44442|issue:45072", "issue:45372|issue:45459", - "issue:27957|issue:33290" + "issue:27957|issue:33290", + "issue:43526|issue:45834", + "issue:27957|issue:29127" ], - "prepared_review_unit_hash": "3fd8d840861372c93ef5828ab76e3e09b1494e818933dd77d7b933d83d7742b7", + "prepared_review_unit_hash": "54b5f23a99a638062f744c9f070d713d2aabd53d52abe0b7b7662214d63b59b2", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37287, - "estimated_input_tokens": 9322, - "estimated_eval_tokens": 18900 + "serialized_chars": 36683, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of unrelated bugs across model loading, tokenization, quantization, generation, and exporter paths. None of the soft-edge pairs look like the same underlying defect, so there is no clear duplicate cluster here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The soft links are mostly superficial topical similarities; the issues span unrelated models and failure modes, so I would not merge any of these pairs as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out: this is a heterogeneous set of unrelated bugs, and the soft matches do not describe the same concrete failure.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a safe global representative for deduping here; picking one would be arbitrary because the cluster lacks a shared underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43611", - "right": "issue:46121", - "accept": false, - "reason": "Different failure classes: base_model_prefix loading regression vs rope-validation TypeError from JSON-loaded lists." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs a stale warning in paged generate(); no shared code-path bug." - }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate() decoder mask bug vs Llama 3.2 Vision model loading breakage; unrelated symptoms and components." + "reason": "Different problems: BART generate() decoder mask bug vs Llama 3.2 Vision model-loading breakage." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 tests vs image processor segmentation-map handling; different subsystems." + "reason": "Flash Attention 2 test failures are unrelated to image processor handling of void segmentation maps." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token decode bug vs Qwen recurrent-state reset logic; not the same underlying issue." + "reason": "Tokenizer special-token registration bug vs Qwen3.5 recurrent-state reset bug; different code paths." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg regression vs video-input regression for Qwen VL models; unrelated code paths." + "reason": "Unsupported `center` arg in a feature extractor is not the same as a video-input regression in Qwen VL models." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FP8 config failure in Qwen3Moe vs quantized model saving failure; different operations and errors." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is distinct from quantized model saving failure." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs DeepseekV3MoE implementation divergence; both model-specific but not the same bug." + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-implementation issues." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer decode issue vs AutoTokenizer loading FastSpeech2ConformerTokenizer; different tokenizer bugs." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak on deletion; unrelated." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Placeholder layer cleanup issue vs SigLIP2 model output regression; no shared defect." + "reason": "BigBirdTokenizer mask token registration is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure; different code paths." + "reason": "torch.export export failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM when loading a large model with tensor parallelism vs checkpoint resume key mismatch; unrelated." + "reason": "Tensor-parallel OOM for Qwen2-57B-A14B-Instruct is not the same as checkpoint resume key mismatches." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 validation error message vs MacOS CLIP bus error; different models and failure modes." + "reason": "LayoutLMv3 error-message clarity issue and CLIP bus error on macOS are different bugs." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Executorch export guard/erfinv issue vs flash_attention.py crash on s_aux=None; unrelated exporter vs attention helper bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Gemma3 NaNs from sliding-window/all-padding logic vs Flash Attention 2 performance regression; correctness vs performance and different model scope." + "reason": "A placeholder Conv2d implementation is not the same as an RT-DETR memory-leak issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv support problems are unrelated to a flash_attention None-attribute crash." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning vs gradient checkpointing eval-mode restriction; no common bug." + "reason": "Local-path import warning with trailing slash does not match gradient-checkpointing-in-eval-mode behavior." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from padding/sliding-window attention are different from a Flash Attention 2 performance regression." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure vs flash_attention.py s_aux=None crash; different layers of the stack." + "reason": "Gemma 4 processor import failure from mistral_common is a separate problem from flash_attention crashing on `s_aux=None`." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs embedding reinitialization after resize; unrelated." + "reason": "LayoutLMv3 error clarity and token-embedding resize/reinit behavior do not describe the same bug." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime limit vs stale generate() warning; unrelated behavior." + "reason": "Category-count runtime limit and stale generate() warning are unrelated." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer exception masking due to protobuf handling vs leftover dummy classes leaking into API surface; unrelated." + "reason": "Tokenizer error masking by protobuf import handling is not the same as leftover dummy classes leaking into the package." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence vs D-FINE auxiliary-loss logic; different models and bugs." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated model bugs." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference regression vs RT-DETR memory leak; unrelated." - }, - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Gemma4Processor serve crash vs DiffusionGemmaGenerationOutput pipeline failure; related model family but not the same concrete bug." + "reason": "SigLIP2 inference quality issue is unrelated to RT-DETR not releasing memory on deletion." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Model-loading OOM for one large Qwen checkpoint vs int4 quantization reserved-memory regression; both OOMs, but different causes and fixes." + "reason": "Tensor-parallel OOM for a specific Qwen2 model is not the same as increased CUDA reserved memory under int4 quantization." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Runtime special-token post-processing bug vs Gemma3 NaN embeddings; tokenizer mutation vs attention numerics." + "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure are different concrete failures." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Import-time ReasoningEffort dependency break vs missing _tokenizer attribute in serve; likely related area, but not the same failure." + "reason": "Both involve Gemma 4, but one is an import-time processor-loading error and the other is a serve-time missing-attribute crash; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong decoder type in Transformers v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer loading issues, but distinct bugs." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are different tokenizer-loading issues." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR memory leak vs sam3-litetext memory overflow; both memory-related but different models and mechanisms." + "reason": "RT-DETR memory leak on deletion and Sam3-litetext memory overflow are not the same underlying memory problem." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure vs bfloat16 dtype mismatch in inference wrappers; unrelated." + "reason": "AutoTokenizer loading failure is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import breakage vs protobuf-related tokenizer error masking; different root causes." + "reason": "Gemma 4 processor import error and protobuf-related tokenizer error masking are different failure mechanisms." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support vs Adafactor+DeepSpeed OOM; both performance-related, but not the same bug." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long-OCR index error are different image-processing failures." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error-message clarity are unrelated." } ] }, @@ -10775,7 +10788,6 @@ "cluster_id": "cluster-10000-516", "nodes": [ "issue:27957", - "issue:29127", "issue:29870", "issue:33290", "issue:34689", @@ -10809,11 +10821,12 @@ "issue:44857", "issue:44898", "issue:44977", + "issue:45003", "issue:45245", "issue:45250", "issue:45381", + "issue:45440", "issue:45588", - "issue:45834", "issue:45859", "issue:46121", "issue:46234", @@ -10824,8 +10837,6 @@ "issue:46821" ], "soft_pairs": [ - "issue:43526|issue:45834", - "issue:27957|issue:29127", "issue:43824|issue:44279", "issue:33290|issue:34689", "issue:33290|issue:35141", @@ -10851,210 +10862,199 @@ "issue:43720|issue:44442", "issue:42175|issue:46234", "issue:43316|issue:43525", - "issue:44077|issue:44479" + "issue:44077|issue:44479", + "issue:45003|issue:45440" ], - "prepared_review_unit_hash": "9116f08dda56cb8c6ef8a788d78f6102ab6fb814d078a92febdaf4e82f0e85b6", + "prepared_review_unit_hash": "40b07c3b7a5920774ede1f079de7b07861c159439249bd9b894eaa1de2abd705", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35983, - "estimated_input_tokens": 8996, - "estimated_eval_tokens": 18248 + "soft_pair_count": 27, + "serialized_chars": 35644, + "estimated_input_tokens": 8911, + "estimated_eval_tokens": 18078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated issue reports that only overlap on broad keywords like \"flash attention\", \"Qwen\", or generic loading/runtime failures. I found no soft-edge pair that looks like the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No strong canonical issue exists because the cluster does not represent one coherent bug family. If a placeholder representative is needed, issue:45250 is the broadest and most generic flash-attention-related title, but it is not a true center.", + "summary": "The set is mostly a grab bag of unrelated issues. The only near-theme overlap is around Flash Attention / FA2, but the candidate pairs still look like different bugs or too-generic titles to merge safely. No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46693 is the most specific and well-scoped FA2-related report in the set, with clearer symptoms than the generic FA2 titles; however, there is no true umbrella issue for the whole heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45250 is the least specific, most broadly named issue in the set, so it is the best weak representative only as a placeholder. It should not be treated as a real duplicate anchor for the rest of the cluster.", + "best_issue_reason": "46693 is the best representative issue because it is concrete, recent, and tied to a specific regression path (FA2 + long-context generation) rather than a broad or vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43526", - "right": "issue:45834", - "accept": false, - "reason": "Different models and failure modes: BeitImageProcessorFast label reduction vs Kosmos2.5 long OCR indexing." - }, - { - "left": "issue:27957", - "right": "issue:29127", - "accept": false, - "reason": "Unrelated topics: XLM-RoBERTa Flash Attention 2 support vs LayoutLMv3 box-validation error messaging." - }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "One is a specific Qwen2.5-VL import error; the other is a vague dependency issue and not the same code path." + "reason": "ImportError for a missing class and a broad dependency issue are not the same underlying bug." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Deepspeed+Adafactor OOM is unrelated to Llama 3.2 Vision model loading regression." + "reason": "OOM with Adafactor/DeepSpeed and Llama 3.2 vision model-loading failure are unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer memory/OOM behavior is unrelated to embedding resize/post_init reinitialization." + "reason": "Optimizer memory usage and embedding reinitialization in post_init are different code paths." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "ImageProcessor label handling is unrelated to FA2 long-context performance regression." + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different components and bugs: LwDETR AMP crash vs flash_attention.py AttributeError on sink-less models." + "reason": "AMP/CUDA loss crash and flash-attention sinkless-model AttributeError are different failures." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SIGLIP2 inference quality issue is unrelated to SAM3 LiteText memory overflow." + "reason": "SigLIP2 inference corruption and SAM3 LiteText memory overflow are not the same bug." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to LayoutLMv2Tokenizer NER/padding crashes." + "reason": "Image processor label handling and LayoutLMv2 tokenizer NER/padding crashes are distinct." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen-related, but one is a missing pad_token_id attribute and the other is a sliding_window bug; not the same defect." + "reason": "Missing pad_token_id on Qwen3-VL config and sliding_window behavior in Qwen3-MoE are different issues." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading/configuration issues." + "reason": "Qwen3-MoE FP8 config failure and Qwen3-VL weight-shape mismatch are separate model-loading problems." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but the titles are too generic to show the same concrete bug or fix." + "reason": "Both are vague FA2 titles, but there is not enough evidence they describe the same concrete bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction is unrelated to quantization offload behavior." + "reason": "Gradient checkpointing in eval mode and quantization offloading are unrelated behaviors." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "flash_attention.py sinkless-model crash is unrelated to TimesFM window_size AttributeError." + "reason": "Flash-attention sinkless-model crash and TimesFM window_size AttributeError do not share a code path." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage is a different API issue than patchtsmixer's post_init allowance." + "reason": "A broad Transformers 5.0 initialization regression and a patchtsmixer post_init policy issue are not the same defect." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "rope-validation TypeError from JSON-loaded lists is unrelated to Qwen3.5 kernel registration missing decorator." + "reason": "Rope validation TypeError and missing apply_rotary_pos_emb decorator are different rotary-related bugs." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one crashes on batched chat-template padding and the other has wrong video vision_position_ids." + "reason": "Batched apply_chat_template padding crash and video vision_position_ids mismatch are different Qwen2.5-VL failures." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU offload compatibility." + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation bug and category-cardinality runtime error are completely unrelated." + "reason": "FA2 generation regression and category-cardinality runtime error are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset in modular_qwen3_5.py is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Cache state reset in a model forward pass and Whisper skip_special_tokens handling are different areas." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure is unrelated to Perceiver non-default-resolution interpolation failure." - }, - { - "left": "issue:42175", - "right": "issue:46234", - "accept": false, - "reason": "Packaging/backends dependency issue is unrelated to a missing import_utils helper function." + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Both are config-API discrepancies, but for different models and different missing fields; not one underlying bug." + "reason": "Audio chat-template sample-rate defaulting and unsupported center-arg crash are different audio bugs." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated changes." + "reason": "Local-path import warning and recurrent-state reset are unrelated." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to BART generate decoder_attention_mask initialization." + "reason": "XLM-Roberta FA2 support and BART generate decoder_attention_mask bug are different issues." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to FastSpeech2Conformer tokenizer loading." + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Dependency/backend installation issue and missing import utility symbol are not the same defect." + "reason": "Missing TensorFlow dependency in install extras and missing import_utils symbol are different dependency/setup issues." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are different model-specific configuration problems." + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are related in theme but not the same underlying bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init constraint does not match Qwen video regression." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different code paths." } ] }, @@ -11087,6 +11087,7 @@ "issue:42617", "issue:42907", "issue:43232", + "issue:43295", "issue:43316", "issue:43388", "issue:43493", @@ -11098,6 +11099,7 @@ "issue:43742", "issue:43749", "issue:43761", + "issue:43825", "issue:43827", "issue:43873", "issue:43931", @@ -11111,11 +11113,10 @@ "issue:44871", "issue:44913", "issue:44987", - "issue:45003", "issue:45137", "issue:45216", "issue:45325", - "issue:45440", + "issue:45584", "issue:45698", "issue:45759", "issue:45803", @@ -11127,12 +11128,11 @@ "issue:46932" ], "soft_pairs": [ - "issue:45003|issue:45440", "issue:43493|issue:43827", "issue:43873|issue:44871", "issue:44062|issue:45907", - "issue:45325|issue:46697", "issue:44855|issue:45137", + "issue:45325|issue:46697", "issue:43643|issue:44913", "issue:43316|issue:45759", "issue:44987|issue:46178", @@ -11143,8 +11143,8 @@ "issue:43931|issue:45216", "issue:44442|issue:45803", "issue:43550|issue:43701", - "issue:43232|issue:43388", "issue:43575|issue:43742", + "issue:43232|issue:43388", "issue:43761|issue:44079", "issue:27957|issue:32090", "issue:43761|issue:44188", @@ -11152,192 +11152,207 @@ "issue:25251|issue:28282", "issue:46829|issue:46932", "issue:42907|issue:45698", - "issue:16998|issue:22355" + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43295|issue:43825", + "issue:44871|issue:45584" ], - "prepared_review_unit_hash": "3a9b11e7921f7313b32dc6b133a549990ef939edd346bd9837adbbd1b7d43fab", + "prepared_review_unit_hash": "d1cd6941ecdc8c3c5b545153168a28adeee8e057046d6345fbe3a9dfaab9730b", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34925, - "estimated_input_tokens": 8732, - "estimated_eval_tokens": 17720 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36172, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: the similarity links are mostly superficial and do not describe the same underlying bug or change. No PRs are present. If a single issue must represent the cluster, #43873 is the broadest and most active candidate, but the items do not form a true duplicate group.", - "confidence": 0.91, - "canonical_issue_reason": "#43873 is the most general and actively discussed issue in the set, with inbound references and a broad runtime/quantization/offloading scope; it is the best single representative if one must be chosen.", + "summary": "This cluster is mostly a set of unrelated issue reports that only look similar at a lexical level (shared words like loading, config, hidden_states, pipeline, etc.). I would not merge any of the soft pairs; they do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate exists in this heterogeneous set; issue #43749 is the best anchor because it is broad, infrastructure-focused, and has the strongest discussion/inbound-reference signal among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the strongest standalone issue: it is open, broadly relevant, and likely to attract follow-up fixes compared with the narrower, model-specific reports here.", + "best_issue_reason": "Issue #43749 is the most suitable representative for the cluster, but only as a placeholder\u2014this is a mixed bag of distinct bugs rather than one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45003", - "right": "issue:45440", - "accept": false, - "reason": "Both touch modeling internals, but one is a sys.modules safety bug and the other is a native-vs-remote DeepSeekV3 behavior mismatch; not the same code-path problem." - }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "One reports a SigLIP2 implementation discrepancy; the other is a docs issue about stale pipeline references. Same repo area, different bug class." + "reason": "Different subsystems and failures: SigLIP2 implementation discrepancy vs v5 docs still mentioning pipeline() for summarization/translation." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are unrelated issues." + "reason": "Quantization/offloading behavior vs Gemma-3 eos_token_id config mismatch; no shared code-path bug." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken duplicate keyword handling and list_repo_files missing revision forwarding are unrelated API bugs." + "reason": "Tokenizer AddedToken argument collision vs Hub API forwarding revision in list_repo_files; unrelated." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Both concern vision preprocessing, but one is rope/index scaling in Qwen2.5-VL and the other is over-padding in Swin2SR; not mergeable as one fix." + "reason": "Python 3.13 torch.jit parsing error in DebertaV2Model vs DeepSpeed ZeRO3 deque underflow; different failure modes." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are separate runtime failures." + "reason": "Qwen2.5-VL rope/position_ids bug vs Swin2SR over-padding in image processor; unrelated image/video preprocessing issues." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig loading is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "AutoConfig trust_remote_code missing fields vs GPTNeoX rotary_pct not persisting on reload; different config loading issues." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Qwen multimodal text_config unwrapping are both config-shape issues, but they affect different model families and code paths." + "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs; related area but distinct concrete bugs." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific repo failing in transformers>=5.1.0 and tensorflow_text being an unmapped backend are different loader/backend problems." + "reason": "Loading a specific model on transformers>=5.1.0 vs backend mapping rejecting tensorflow_text; unrelated import/load paths." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and a Qwen3-VL weight-shape mismatch are distinct model-loading failures." + "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; not the same bug." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script and an unrecognized model/config.json issue are unrelated." + "reason": "Local dataset loading in an image-classification script vs AutoTokenizer failing for a tokenizer class; different layers." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen2-57B-A14B-Instruct tp OOM are different training/inference problems." + "reason": "3d_parallel.py runtime problem vs tensor-parallel OOM when loading Qwen2-57B; same broad area, but not the same concrete issue." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Resume checkpoint key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are not the same underlying bug." + "reason": "Checkpoint key mismatch on resume vs CPU/CUDA output divergence in PPDocLayoutV3; unrelated." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "A model weight-shape mismatch and a save_pretrained regression in Qwen3.5 are both model-related, but they concern different phases and failures." + "reason": "Model loading shape mismatch vs save_pretrained producing an incorrect checkpoint; different phases and bugs." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer failing for one tokenizer class and a bare except swallowing errors in FuyuBatchFeature are separate tokenizer/preprocessing bugs." + "reason": "AutoTokenizer load failure for one tokenizer vs bare except swallowing errors in FuyuBatchFeature.convert_to_tensors; unrelated." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and resume_from_checkpoint key mismatch are unrelated." + "reason": "torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch; no overlap in code path." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Generation kwargs update after sync_gpus and gather_for_metrics truncation of tuple labels are different training/runtime issues." + "reason": "OOM during tensor-parallel model loading vs key error loading MobileLLM; both load-time problems but distinct root causes." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "TP OOM when loading Qwen2-57B-A14B-Instruct and MobileLLM key error are distinct model-loading failures." + "reason": "Generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels in last batch; different distributed-training bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment from None are not the same bug, even if both affect outputs." + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; related output objects, but not clearly the same concrete defect." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta vs NoneType broadcast error in Trainer; unrelated issues." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states regression in CLIPVisionModel and attention-kernel divergence under torch.compile involve different components and failure modes." + "reason": "Hidden_states output regression vs attention-kernel divergence under torch.compile; different failure modes and code paths." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch for bark-small and checkpoint resume key mismatch are unrelated." + "reason": "CPU offload device mismatch vs resume_from_checkpoint key mismatch; unrelated training/inference issues." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are separate issues." + "reason": "Pipeline top_k nesting bug vs missing PyTorch import requirement for AutoModel; not the same issue." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden_states misassignment and Gemma4 dtype casting for quantized embedders are different model-specific bugs." + "reason": "VideoPrism output mislabeling vs Gemma4 dtype casting for quantized embedders; unrelated model-specific bugs." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load-related, but they are different root causes." + "reason": "Saving dequantized Ministral/Devstral models vs from_pretrained loading the wrong custom module after save_pretrained; different save/load problems." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length handling for DeBERTa-V3 and missing transformers.onnx module are unrelated." + "reason": "DeBERTa-V3 model_max_length question vs missing transformers.onnx module import; no shared bug." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "processor.tokenizer/custom model regression vs Gemma-3 eos_token_id inconsistency; different APIs and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model code regression with processor.tokenizer/images vs pipeline() translation-support error messaging; not the same code path." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id config mismatch vs Whisper empty-transcription failure after align_special_tokens; unrelated tokenizer/generation bugs." } ] }, @@ -11362,19 +11377,19 @@ "cluster_id": "cluster-10000-516", "nodes": [ "issue:43065", - "issue:43295", "issue:43316", "issue:43352", "issue:43404", "issue:43441", "issue:43452", "issue:43504", + "issue:43525", + "issue:43531", "issue:43540", "issue:43572", "issue:43646", "issue:43650", "issue:43716", - "issue:43825", "issue:44077", "issue:44162", "issue:44242", @@ -11391,7 +11406,6 @@ "issue:45127", "issue:45200", "issue:45542", - "issue:45584", "issue:45600", "issue:45632", "issue:45698", @@ -11411,231 +11425,224 @@ "issue:46894" ], "soft_pairs": [ - "issue:43295|issue:43825", - "issue:43295|issue:44871", - "issue:44871|issue:45584", "issue:46234|issue:46291", "issue:44077|issue:44534", "issue:43316|issue:43716", "issue:43316|issue:46821", - "issue:44464|issue:46421", - "issue:43452|issue:44496", "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44464|issue:46421", "issue:44871|issue:46050", "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43404|issue:43441", - "issue:44242|issue:46894", "issue:43065|issue:44617", + "issue:44242|issue:46894", "issue:43540|issue:44514", - "issue:44610|issue:46369", - "issue:45632|issue:46424", "issue:43572|issue:46178", + "issue:45632|issue:46424", + "issue:44610|issue:46369", "issue:45542|issue:46234", "issue:44792|issue:45600", "issue:45803|issue:46170", "issue:44792|issue:44977", "issue:43504|issue:45698", - "issue:43650|issue:46202", "issue:43352|issue:46640", - "issue:45127|issue:45200" + "issue:45127|issue:45200", + "issue:43650|issue:46202", + "issue:43525|issue:43531", + "issue:44534|issue:44913" ], - "prepared_review_unit_hash": "d2cb5d65c3298a86d96dcde84849694721593646aeaeac784dc6e29fd50f084c", + "prepared_review_unit_hash": "6d86b6fa3738991c90db84a5648410a17b65b0ee0e868d6654fe925916c66778", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35930, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34979, + "estimated_input_tokens": 8745, + "estimated_eval_tokens": 17746 }, "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 across model loading, config compatibility, processors, caching, and backend support. None of the soft pairs look like true duplicates of the same concrete bug/change, so I would not merge any of them.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43646 is the broadest umbrella here: it describes a Transformers 5.0 custom model initialization regression, which is the closest thing to a central theme among several v5 load/config breakages in the set.", + "summary": "This cluster is heterogeneous: it mixes unrelated model-specific regressions, config/loading issues, FlashAttention problems, and a few v5 migration breakages. None of the soft pairs look like true duplicates or the same concrete fix.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the broadest umbrella item ('Transformers 5.0.0 breaks custom model initialization'), but the cluster is too diverse for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best global anchor because it is the most general user-facing regression and plausibly groups several adjacent custom-model initialization/load failures, even though the rest of the cluster is not truly duplicate-heavy.", + "best_issue_reason": "issue:43646 is the best representative of the repeated Transformers v5 regression theme, though it does not subsume the other issues as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Both involve v5-era API behavior, but one is a processor/tokenizer regression and the other is a pipeline error-message issue; different code paths and different fixes." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "One is about accessing processor.tokenizer and passing images to tokenizer; the other is a Gemma-3 eos_token_id config mismatch. Not the same bug." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Both touch special-token handling, but one is a Gemma config inconsistency and the other is Whisper empty-transcription generation after align_special_tokens; different models and failure modes." - }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import-utils helper vs pipelines import failing due to kernels version/revision requirements; these are unrelated dependency/import issues." + "reason": "Different import failures: one is a missing availability helper, the other is a kernels backend version/revision requirement." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSMixer post_init policy and non-persistent buffer initialization are unrelated implementation bugs." + "reason": "Same general v5-era area, but different bugs: post_init contract enforcement vs non-persistent buffer junk filling." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral3 image-preprocessor dtype mismatch are different model-specific issues." + "reason": "API/config discrepancy in Gemma3TextConfig is unrelated to the Mistral3 dtype mismatch bug." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "A Gemma config API inconsistency and a TimesFM window_size AttributeError are not the same underlying bug." + "reason": "Different models and failures: config API mismatch vs TimesFM window_size attribute error." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Both mention chunking/compile/cache behavior, but one is inconsistent generation under compiled forward and the other is lazy cache init causing recompilation; different mechanisms." + "reason": "Broad init regression vs a specific GPTNeoX rotary_pct reload bug; not the same code path." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "GGUF loading breakage and an unrecognized model/config.json issue are both load failures, but they are different concrete causes." + "reason": "Both involve loading, but one is gguf_file handling and the other is missing model_type in config.json." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Custom model initialization breakage vs a GPTNeoXConfig field not persisting on reload; related in spirit, but not the same defect." + "reason": "Chunked generation/compiled forward inconsistency is distinct from lazy cache init causing recompilation." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id mismatch and quantized save/load corruption are separate round-trip problems." + "reason": "Gemma eos_token_id config mismatch and sinq save/load break are different failures." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing interrupts in Fuyu tensor conversion is unrelated to Trainer import failures caused by datasets." + "reason": "Bare except in tensor conversion is unrelated to the Trainer import conflict with datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are different models and different failure points." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both involve Mistral-family models, but one is tied lm_head weights and the other is FlashAttention support; separate code paths." + "reason": "Weight tying bug in Mistral3 is not the same as the flash-attention support failure in Ministral-3." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Both concern training loss behavior, but one is a router-logits loss omission and the other is a double-shift bug in ASR; not the same underlying change." + "reason": "Sam3PixelDecoder's dummy Conv2d and Sam3Video OOM are different issues." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and a Sam3Video OOM are clearly different problems." + "reason": "Both touch training loss, but they are different bugs and different model families." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-input processing crash and Qwen2_5_VLProcessor batched chat-template crash are different APIs and different bugs." + "reason": "Video input processing crash and batched chat-template padding crash are separate processor paths." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Processor output-size mismatch for OmDet-Turbo and Sam3LiteText memory overflow are unrelated." + "reason": "StableLm missing pad_token_idx and tensorflow_text backend mapping are unrelated config/import issues." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Remote-code cache path collision and max_cache_length semantics are both cache-related, but they are different mechanisms and fixes." + "reason": "Remote-code cache path collision is not the same as max_cache_length only applying to Quantized Cache." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Missing pad_token_idx in a model config and a backend-mapping error for tensorflow_text are unrelated." + "reason": "Processor/model input-size mismatch is distinct from Sam3LiteText memory overflow." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend confusion and a missing import-utils capability are different dependency bugs." + "reason": "TensorBoard-without-TensorFlow backend detection and missing Falcon Mamba helper are unrelated." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus test failure and broken auto_mappings references to removed Sam3LiteText configs are different CI regressions." + "reason": "Janus test failure and stale Sam3LiteText auto_mappings references are different CI breakages." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu exception handling and Windows ROCm torch.distributed import issues have no shared code path." + "reason": "Swallowed KeyboardInterrupt in tensor conversion is unrelated to the Windows ROCm torch.distributed import issue." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and different failures: janus generation test vs Qwen3.5 flash-attention generation bug." + "reason": "A Janus test failure and Qwen3.5 flash-attention generation bug are not the same defect." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy field blocking BEiT preset loading and wrong custom module loading after save_pretrained are both serialization/load issues, but not the same bug." + "reason": "Legacy-field preset loading and wrong custom-module restoration after save/load are different loading bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Explicit unsupported-model FlashAttention 2 message and a generic Flash Attention 2 issue are not the same code-path problem." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA extended-vocabulary collapse and Gemma 4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The former is a non-informative issue title; the latter is a Gemma pipeline roundtrip tokenization bug. No duplicate signal." + "reason": "The placeholder 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip behavior on \u2581." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "One says NemotronHForCausalLM does not support Flash Attention 2 yet; the other is a generic Flash Attention 2 issue. Too vague to treat as the same concrete bug." + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are different config bugs." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are distinct model-behavior bugs." + "reason": "Non-persistent buffer junk filling and GPTNeoX rotary_pct reset-on-reload are distinct persistence bugs." } ] }, @@ -11663,13 +11670,12 @@ "issue:27957", "issue:29870", "issue:35141", + "issue:41720", "issue:41950", "issue:42490", "issue:43335", "issue:43388", "issue:43475", - "issue:43525", - "issue:43531", "issue:43550", "issue:43644", "issue:43673", @@ -11681,7 +11687,6 @@ "issue:44077", "issue:44190", "issue:44242", - "issue:44534", "issue:44617", "issue:44734", "issue:44743", @@ -11689,9 +11694,11 @@ "issue:44869", "issue:44877", "issue:44913", + "issue:44933", "issue:44964", "issue:45072", "issue:45245", + "issue:45362", "issue:45381", "issue:45406", "issue:45563", @@ -11709,8 +11716,6 @@ "issue:46932" ], "soft_pairs": [ - "issue:43525|issue:43531", - "issue:44534|issue:44913", "issue:35141|issue:42490", "issue:41950|issue:43475", "issue:43673|issue:44743", @@ -11722,211 +11727,213 @@ "issue:44869|issue:46832", "issue:45632|issue:46617", "issue:45245|issue:46858", - "issue:43827|issue:43994", - "issue:44734|issue:45406", "issue:46082|issue:46697", + "issue:44734|issue:45406", "issue:44617|issue:45584", + "issue:43827|issue:43994", "issue:43644|issue:44913", "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:43931|issue:44060", - "issue:44242|issue:46897", "issue:44077|issue:44877", + "issue:44242|issue:46897", "issue:43673|issue:46421", - "issue:45381|issue:46369", "issue:45563|issue:45584", - "issue:43550|issue:44190" + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44933|issue:45362" ], - "prepared_review_unit_hash": "2409ceb7e268979d18fcbc651fb33da8b3dbc682204d187b4c6347ecb69b5e7d", + "prepared_review_unit_hash": "c5f5670765451a8f292cb4c20bdb2fa68efbbd8e5006f68ea322d5da7ee87ba4", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36027, - "estimated_input_tokens": 9007, - "estimated_eval_tokens": 18270 + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges are false positives; the items span many unrelated bugs across configs, generation, caching, vision, serving, and docs, so there is no true duplicate cluster here.", - "confidence": 0.98, - "canonical_issue_reason": "If a representative issue must be chosen, issue 43644 is the broadest core regression-style report in the set; however, the cluster is heterogeneous and does not form a real duplicate group.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share broad keywords like pipeline, cache, loading, or dtype, but they describe different code paths and symptoms. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a convincing duplicate anchor for the whole set; if forced to pick one, issue #43644 is the broadest framework-level regression in the group, but the cluster itself is mostly unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the most globally representative because it describes a broad Transformers v5 regression with a clear system-level impact, unlike the narrower model-specific reports.", + "best_issue_reason": "#43644 is the most global, reusable bug report here because it affects core initialization behavior across models, though it still does not represent the rest of the noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Different problems: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "One is a v5 buffer initialization regression; the other is GPTNeoX rotary_pct persistence on reload." - }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize is unrelated to the local-model path-trailing-slash import warning." + "reason": "Different bugs: embedding reinit on resize vs local-path slash import warning." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor selection bug vs missing Sam3VisionEncoderOutput attribute; different code paths and symptoms." + "reason": "Pipeline processor lookup problem vs SAM3 output field missing; unrelated symptoms and code paths." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is chunked_prefill cache missing while the other resets recurrent states with seq_len>1." + "reason": "Both involve cache/state, but one is GenerationMixin chunked-prefill cache absence and the other is recurrent-state reset in modular_qwen3_5; not the same bug." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metrics label truncation and auxiliary-loss normalization are separate training/eval bugs." + "reason": "Metrics label truncation vs auxiliary-loss normalization; different subsystems and failures." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading script failure is unrelated to the Phi-4 multimodal model loading error." + "reason": "Dataset-loading script issue vs model-loading compatibility issue; not the same underlying problem." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import/IndentationError is unrelated to flash_attention crashing on s_aux=None." + "reason": "Python 3.13 script parsing failure vs flash-attention crash on s_aux=None; unrelated." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "generate() decoder_attention_mask assignment bug is unrelated to output-embedding reinitialization after resizing." + "reason": "Generation-time decoder mask bug vs embedding resize/post_init bug; no shared code path." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Different models and failures: bfloat16 inference dtype mismatch vs Gemma4 quantized embedder casting." + "reason": "Both are dtype-related, but on different models and different casting paths; not mergeable as one fix." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper word-timestamp decode crash is unrelated to RT-DETR feature-level forward type errors." + "reason": "Whisper trailing-token decode crash vs RT-DETR feature-level mismatch; unrelated." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code/cache, but one is a leaf-directory collision and the other a FileNotFoundError from cache loading." + "reason": "Both touch trust_remote_code cache, but one is leaf-directory collision and the other is missing file from cache; different root causes." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count limit error and static-cache slice arithmetic on non-CUDA backends are different bugs." + "reason": "Category-count overflow vs device-tensor cache length arithmetic; unrelated errors." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Outdated docs referencing pipeline() are not the same as a runtime AutoModel/pipeline misbehavior in SigLIP2." + "reason": "Llama head_dim validation vs Swin2SR image over-padding; different models and logic." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both are transformers serve issues, but one is KV-cache continuation indexing and the other is a missing processor attribute." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image over-padding." + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription generation crash; unrelated." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "SAM3 video OOM and Whisper empty-transcription failure are different failure modes." + "reason": "Docs still referencing pipeline() vs a model producing bad outputs with AutoModel/pipeline; not the same bug." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Broad non-persistent buffer initialization regression vs GPTNeoX config reload/defaulting bug." + "reason": "Non-persistent buffer initialization regression vs config value not persisting on reload; different failure modes." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Nested-list pipeline output bug is unrelated to XLMRoberta FlashAttention2 support." + "reason": "Pipeline top_k nesting change vs XLMRoberta Flash Attention 2 support; unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config creation and DebertaV2 Python 3.13 parsing are unrelated." + "reason": "Sparse-layer creation bug vs Python 3.13 import parsing error; no overlap beyond being bugs." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL shape mismatch and Qwen3-Next tied-weights warning are different model-specific issues." + "reason": "Different Qwen variants and different issues: weight-shape mismatch vs tied-weights warning logic." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Missing load-balancing loss and Florence2 double-shift training-loss bug are separate training issues." + "reason": "Optional post_init policy issue vs strict config rejection of granite_speech; unrelated." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "PatchTSMixer post_init policy and granite_speech strict-config loading are not the same bug." + "reason": "Load-balancing loss gating vs Florence2 training-loss shift; same general area but different concrete bugs." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Chunked-prefill cache absence and lazy cache initialization causing recompilation are distinct cache-related regressions." + "reason": "Both mention chunked prefill/cache, but one is missing cache and the other is lazy-init recompilation; not the same defect." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to SAM3 litetext memory overflow." + "reason": "Paged generate warning regression vs Whisper empty-transcription crash; unrelated." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "A stale warning about num_return_sequences is unrelated to Whisper failing on empty transcription." + "reason": "Qwen2.5-VL vision_position_ids bug vs SAM3 LiteText memory overflow; different models and root causes." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to the local dataset loading script issue." + "reason": "torch.compile SDPA failure vs local dataset loading script failure; no shared code path." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert vs category-count limit overflow; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Bad import symbol vs Qwen3.5 chat crash; different bugs." } ] }, @@ -11951,15 +11958,17 @@ "cluster_id": "cluster-10000-516", "nodes": [ "issue:25251", + "issue:27957", "issue:29870", + "issue:35141", "issue:39692", - "issue:41720", "issue:43065", "issue:43295", "issue:43335", "issue:43526", "issue:43540", "issue:43643", + "issue:43673", "issue:43854", "issue:44112", "issue:44190", @@ -11974,16 +11983,13 @@ "issue:44734", "issue:44779", "issue:44792", - "issue:44933", "issue:44938", "issue:44964", "issue:45003", "issue:45127", - "issue:45245", "issue:45276", "issue:45290", "issue:45357", - "issue:45362", "issue:45381", "issue:45542", "issue:45563", @@ -11996,16 +12002,15 @@ "issue:46655", "issue:46697", "issue:46752", + "issue:46858", "issue:47013" ], "soft_pairs": [ - "issue:41720|issue:45245", - "issue:44933|issue:45362", - "issue:43065|issue:44610", - "issue:43335|issue:44190", "issue:45588|issue:47013", - "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", "issue:44617|issue:46369", + "issue:44479|issue:44734", "issue:43854|issue:44792", "issue:45381|issue:46655", "issue:39692|issue:44190", @@ -12016,207 +12021,212 @@ "issue:45276|issue:45584", "issue:43540|issue:44734", "issue:45290|issue:46752", - "issue:44112|issue:45600", "issue:25251|issue:29870", + "issue:44112|issue:45600", "issue:44521|issue:45381", "issue:44462|issue:45907", "issue:43643|issue:44496", "issue:43526|issue:46697", "issue:44938|issue:45542", "issue:43854|issue:44964", - "issue:44246|issue:45003" + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:43673|issue:46858" ], - "prepared_review_unit_hash": "637e38f0b14698c03f645ac9090cc850e7894d81811a5ac6473d490990ae3200", + "prepared_review_unit_hash": "c32f84ff947e77afb62bb714d2940ff7f9aee7cc9d54ff4cd6db39a718a6df18", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35008, - "estimated_input_tokens": 8752, - "estimated_eval_tokens": 17760 + "serialized_chars": 35165, + "estimated_input_tokens": 8792, + "estimated_eval_tokens": 17840 }, "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 many unrelated model, tokenizer, processor, and CI regressions. The soft-similarity pairs share broad themes but not the same concrete bug or fix path, so none should be merged as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44521 is the best representative because it is open, detailed, widely relevant, and has the strongest discussion/inbound activity around a concrete user-facing API failure (`apply_chat_template`).", + "summary": "This cluster is mostly heterogeneous and does not form one duplicate family. The only strong duplicate-like pair is the DeepSeek tokenizer regression pair; the rest are distinct bugs, regressions, or CI issues across different models/code paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44779 is the broader, more general report of the DeepSeek tokenizer v5 regression; issue:46489 reads like a follow-up noting a gap in the earlier fix. Most other items are unrelated, so there is no single cluster-wide canonical beyond that pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most actionable representative of the cluster: clear repro, broad impact, and multiple references. The rest are mostly model-specific or CI-specific one-offs.", + "best_issue_reason": "issue:44779 is the best issue to keep as the representative tracker for the one accepted duplicate pair because it states the regression at a higher level and predates the narrower follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "Both are runtime failures, but one is a Qwen3 device-mapping CUDA assert and the other is a category-count limit error; different code paths and fixes." + "reason": "Different subsystems and failure modes: flash_attention sink handling vs xLSTM train-mode unpacking." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Both concern image/token handling, but one is a missing import from `image_utils` and the other is a Qwen3.5 chat crash; not the same underlying bug." + "reason": "Unrelated bugs: SwitchTransformers sparse-layer config vs local dataset loading in an image-classification script." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "`Sam3PixelDecoder` dummy Conv2d and OmDet-Turbo processor size mismatch are unrelated model-specific issues." + "reason": "Different models and code paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction and local dataset loading are unrelated failures in different subsystems." - }, - { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "`flash_attention.py` crashing on `s_aux=None` and xLSTM train-mode unpacking are different implementation bugs." + "reason": "Both mention memory, but they are different model variants and different issues (video OOM vs litetext memory overflow)." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both involve generation, but one is a video-input regression and the other is KV-cache continuation tensor indexing; not the same fix." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "One is Sam3Video CUDA OOM and the other is sam3-litetext memory overflow; similar family, but different models and failure modes." + "reason": "Different bugs: video-input regression in Qwen VL models vs KV-cache continuation tensor indexing in serve." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash load failure in unit tests and janus image-generation test failure are distinct model/load issues." + "reason": "Separate model-loading problems for different models; no shared concrete code-path failure is shown." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but one is a Qwen2.5-VL vision_position_ids regression and the other is SmolVLM padding calculation." + "reason": "Both involve video processing, but one is a vision_position_ids regression and the other is a padding-calculation bug." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc-example failures and local dataset loading errors are unrelated; one is documentation/model mismatch, the other is script input handling." + "reason": "Doc/example errors for SigLIP2 are unrelated to local dataset loading failures." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding resize propagation are different API bugs." + "reason": "Different functionality: processor.tokenizer regression vs resize_token_embeddings not updating Gemma4 embeddings." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA vocabulary merge collapse and Qwen3.5 visual encoder key saving are unrelated save/load behaviors." + "reason": "LoRA/extended-vocab collapse is unrelated to incorrect visual-encoder keys saved by Qwen3.5." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation with compiled forward and a stale paged-generate warning are not the same bug; one affects outputs, the other warning logic." + "reason": "Both are generation-related, but one is a correctness bug under torch.compile and the other is a stale warning about num_return_sequences." }, { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "Both are DeepSeek tokenizer regressions, but they refer to different model variants and distinct fixes/gaps." + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+: the second issue explicitly describes a gap in the fix for the first." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resizing and Whisper empty-transcription handling are unrelated code paths." + "reason": "Embedding resize behavior and Whisper empty-transcription handling are unrelated." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation error and serve KV-cache indexing crash are different layers and different failures." + "reason": "Different failure sites: Qwen3OmniMoe video processing ValueError vs serve KV-cache continuation crash." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Assistant tool-call chat-template crash and empty-list chat-template crash both hit `apply_chat_template`, but the triggering inputs and failure conditions differ enough that they are not the same bug." + "reason": "Both hit apply_chat_template, but one is tool-call/no-content handling and the other is an empty-list IndexError; not the same bug." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Stale GraniteSpeech CI test and auto_mappings referencing removed configs are separate CI issues." + "reason": "Pipeline top_k nesting behavior is unrelated to Bart generate decoder_attention_mask initialization." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Pipeline `top_k` nesting change and Bart `decoder_attention_mask` unbound local are unrelated generation bugs." + "reason": "Both affect CI, but they are different test/config problems in different areas." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Multimodal assistant-mask failure in chat templating and Qwen2.5-VL video position-id regression are different bugs in different parts of the multimodal stack." + "reason": "Multimodal assistant_masks bug is distinct from Qwen2.5-VL video position-id regression." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer.json selection and `list_repo_files` revision forwarding are unrelated repository-lookup issues." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` and unrecognized model/config.json error are different config-loading problems." + "reason": "Different config-loading failures with different root causes and models." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding images are both processor bugs, but they affect different processing steps and outputs." + "reason": "Separate image-processor bugs: BEiT reduce_labels vs Swin2SR over-padding." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are unrelated environment/backend issues." + "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend issue." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading problems, but they concern different models and different failure causes." + "reason": "Both are model-loading issues, but for different models and no shared concrete defect is evident." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe `sys.modules[]` access are different import-system issues with different remedies." + "reason": "Import slowness and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to post_init reinitializing output embeddings after resize." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache, but the reported failures differ: missing cache in v5.0.0 vs device-tensor seq-length arithmetic on non-CUDA backends." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The summary matches the packet: most pairs are clearly heterogeneous on titles/bodies, and the DeepSeek tokenizer pair is the only accepted duplicate-like match, with issue:44779 as the broader tracker and issue:46489 as a follow-up/gap report." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12233,7 +12243,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ - "issue:27957", "issue:32090", "issue:35141", "issue:36246", @@ -12242,12 +12251,15 @@ "issue:41950", "issue:42175", "issue:42796", + "issue:42907", "issue:43295", "issue:43381", "issue:43404", + "issue:43441", "issue:43526", "issue:43531", "issue:43582", + "issue:43650", "issue:43673", "issue:43901", "issue:43976", @@ -12278,12 +12290,9 @@ "issue:46234", "issue:46424", "issue:46506", - "issue:46858", "issue:46932" ], "soft_pairs": [ - "issue:43673|issue:46858", - "issue:27957|issue:35141", "issue:44737|issue:45803", "issue:44964|issue:45600", "issue:44112|issue:44964", @@ -12297,223 +12306,225 @@ "issue:43531|issue:45600", "issue:44295|issue:46506", "issue:46082|issue:46121", - "issue:41950|issue:44016", "issue:43673|issue:46424", "issue:43295|issue:45335", + "issue:41950|issue:44016", "issue:45083|issue:46506", "issue:44496|issue:45042", "issue:43582|issue:46932", "issue:43976|issue:44987", "issue:43526|issue:43901", - "issue:43673|issue:44336", "issue:43901|issue:44496", + "issue:43673|issue:44336", "issue:44496|issue:45759", "issue:44683|issue:45446", + "issue:43381|issue:45593", "issue:44016|issue:44220", - "issue:43381|issue:45593" + "issue:42907|issue:43441", + "issue:43650|issue:44220" ], - "prepared_review_unit_hash": "1bac7495b2702be5ac54f75c1cdd63dbc32a0d9fdbcb664801fe86ab42420a33", + "prepared_review_unit_hash": "9c4aa8f257462cfa6d19534fdad89885aba72e7273ee66de40a70ac29d047e42", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36054, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36507, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports that only share broad subsystem vocabulary. I would reject all soft-edge duplicate links; none look like the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "No true duplicate cluster is apparent across this set; if a single anchor is required, #44964 is the most concrete user-facing regression with a clear reproducible failure mode.", + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated import errors, model-loading issues, tokenizer bugs, cache/config regressions, and test/doc problems. I do not see any pair that clearly represents the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.14, + "canonical_issue_reason": "Issue #44521 is the most broadly impactful and discussion-heavy item in the set, centered on multimodal processor/template behavior. It is the closest thing to a cluster anchor, though this does not look like a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#44964 is the best representative issue here because it is a direct model-loading failure with specific impact, whereas most other items are narrower or more tangentially related.", + "best_issue_reason": "#44521 is the best representative issue for the cluster because it has the strongest engagement/inbound references and a concrete, user-facing multimodal regression. Still, the rest of the items are too diverse for a single real canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:46858", - "accept": false, - "reason": "Both mention cache behavior, but they describe different failures: missing cache state during chunked prefill vs device-tensor seq_length arithmetic for static cache on non-CUDA backends." - }, - { - "left": "issue:27957", - "right": "issue:35141", - "accept": false, - "reason": "XLM-RoBERTa Flash Attention support and token-embedding reinitialization after resize are unrelated bugs in different code paths." - }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU tensor placement bug and Fuyu batch tensor-conversion error are separate issues with different symptoms and fixes." + "reason": "XLNet CPU device placement bug vs Fuyu batch conversion exception handling; different models, code paths, and failure modes." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is not the same as stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Model loading failure for Phi-4 multimodal vs auto_mappings references to removed Sam3LiteText configs; unrelated root causes." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A CI test flake in GraniteSpeech is not the same underlying bug as a model import/load failure." + "reason": "GraniteSpeech CI stale device override test vs Phi-4 multimodal model load error; not the same bug." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "These are both dependency-related at a high level, but the concrete problems differ and do not indicate a single duplicate bug." + "reason": "Backend dependency packaging issue vs generic transformers dependency issue; too broad and not the same concrete defect." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different tokenizer/model-preprocessing bugs." + "reason": "Tokenizer BPE marker handling vs multimodal assistant mask generation; different tokenizer/parser problems." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "A remote-code cache-path collision is unrelated to a missing import utility symbol." + "reason": "Local trust_remote_code cache path collision vs missing import_utils availability helper; unrelated areas." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType handling and embedding reinitialization after resize are distinct failures in different subsystems." + "reason": "Trainer GPU broadcast NoneType error vs resize_token_embeddings/post_init reinitialization; different model/training code paths." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing export of Qwen2.5 VL image processor is not the same as failing to import AutoImageProcessor generally." + "reason": "Missing Qwen2_5_VLImageProcessor import vs missing AutoImageProcessor import; both are import errors but not the same symbol or fix." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "These are separate missing-symbol import errors from different modules with different causes." + "reason": "Qwen2_5_VL image processor export issue vs layer_type_validation import issue; unrelated missing names." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained regression are different model-specific bugs." + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained regression; different models and failure semantics." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "A Qwen3-MoE sliding_window problem is unrelated to auto_mappings references to removed configs." + "reason": "Qwen3-MoE sliding_window behavior vs auto_mappings stale config references; no shared code-path problem." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Reading a registered buffer incorrectly is not the same issue as CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "position_ids buffer access error vs CPU/CUDA output divergence in PPDocLayoutV3; distinct bugs." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter list handling are different configuration-validation bugs." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "A video-classification pipeline bug and a notebook syntax error are not duplicates." + "reason": "LlamaConfig head_dim validation vs rope-params dict conversion TypeError; separate configuration-validation issues." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both involve cache concepts, but one is a missing cache in chunked prefill while the other is max_cache_length being honored only for quantized cache." + "reason": "GenerationMixin cache missing in chunked_prefill vs max_cache_length only honored for Quantized Cache; related theme, but not the same bug." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and decoder.embed_tokens not updating after resize_token_embeddings are different composite-model bugs." + "reason": "Processor/tokenizer multimodal regression vs t5gemma decoder embedding resize issue; different model internals." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup bug vs notebook syntax error; unrelated." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "These affect different helper logic and different models; the CPU/CUDA discrepancy in PPDocLayoutV3 is not the same as qwen3_omni_moe feature-length computation." + "reason": "qwen3_omni_moe feature-length helper behavior vs PPDocLayoutV3 device divergence; different components and symptoms." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model loading and PIL backend torchvision dependency are unrelated failures." + "reason": "Unrecognized model config/model_type issue vs PIL backend torchvision dependency regression; unrelated loading vs image backend behavior." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Gemma4 quantized embedder dtype casting are separate bugs." + "reason": "Apple Silicon caching allocator TypeError vs Gemma4 quantized embedder dtype casting; different subsystems and fixes." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support in Transformers 5.1.0 and loading a specific model are not the same underlying defect." + "reason": "Python version support regression vs model loading failure for physical-intelligence/fast; not the same issue." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A BEiTImageProcessorFast label-reduction bug is unrelated to outdated docs mentioning return_all_scores." + "reason": "BEiT image processor label reduction bug vs text classification docs mismatch; one is code behavior, the other documentation." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Generation cache behavior and ANSI output in loading_report are completely different concerns." + "reason": "Docs mismatch for return_all_scores vs model config import/load failure; unrelated." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "A documentation mismatch does not match an unrecognized-model config loading failure." + "reason": "Cache behavior regression vs ANSI code emission in loading_report; different utilities." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and composite Qwen multimodal text_config unwrapping are different model-loading issues." + "reason": "Unrecognized model config vs AutoModelForCausalLM.from_config text_config unwrapping; different model resolution bugs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-flex_attention failure and the other is an incorrect version check for AuxRequest import; they are not the same concrete bug." + "reason": "Compiled flex_attention torch>=2.9 failure vs flex_attention AuxRequest version check import issue; same broad area but not clearly the same concrete bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode constraint vs D-FINE auxiliary losses omission; unrelated model-training behaviors." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features helper issue." + "reason": "Notebook syntax error vs _torch_extract_fbank_features issue; different artifacts and code paths." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs FlashAttention failure in Ministral-3; related model family but different bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Gradient checkpointing being disallowed in eval mode is unrelated to D-FINE losing auxiliary losses when denoising is off." + "reason": "Placeholder/low-signal issue vs audio feature extraction bug; no meaningful duplicate evidence." } ] }, @@ -12540,7 +12551,6 @@ "issue:39692", "issue:41950", "issue:42796", - "issue:42907", "issue:43295", "issue:43299", "issue:43381", @@ -12554,7 +12564,6 @@ "issue:44016", "issue:44062", "issue:44075", - "issue:44220", "issue:44279", "issue:44327", "issue:44351", @@ -12569,6 +12578,7 @@ "issue:45276", "issue:45278", "issue:45335", + "issue:45357", "issue:45375", "issue:45405", "issue:45584", @@ -12587,8 +12597,6 @@ "issue:47085" ], "soft_pairs": [ - "issue:42907|issue:43441", - "issue:43650|issue:44220", "issue:44016|issue:44062", "issue:44792|issue:46424", "issue:43976|issue:44279", @@ -12598,10 +12606,10 @@ "issue:44521|issue:46693", "issue:43479|issue:45375", "issue:45335|issue:45584", - "issue:46123|issue:46369", "issue:43299|issue:45216", "issue:44327|issue:46752", "issue:46614|issue:47085", + "issue:46123|issue:46369", "issue:44279|issue:45405", "issue:43295|issue:44779", "issue:39692|issue:43901", @@ -12611,207 +12619,202 @@ "issue:44351|issue:45278", "issue:41950|issue:45020", "issue:43976|issue:45405", - "issue:44779|issue:45812", "issue:43381|issue:47000", + "issue:44779|issue:45812", "issue:44466|issue:45276", - "issue:46082|issue:46399" + "issue:46082|issue:46399", + "issue:43299|issue:45357" ], - "prepared_review_unit_hash": "494f5d13699c38770744a1262f174ecf1e2496db8dc3b18e94e94751ea194b0f", + "prepared_review_unit_hash": "d4c49c8c27f27a56456d05a7387d4e5b174395531bd6132b32cae8bfeee07016", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36024, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35222, + "estimated_input_tokens": 8806, + "estimated_eval_tokens": 17868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone bugs/docs regressions; none of the soft pairs look like true duplicates or the same fixable code-path problem.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue emerges from this heterogeneous set; the listed soft pairs are only superficially similar and do not describe the same underlying bug.", + "summary": "The cluster is heterogeneous: the issues span unrelated tokenizer, pipeline, config, docs, and regression problems. None of the soft pairs looks like the same concrete bug or change, so no duplicates should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the set spans unrelated areas (tokenizers, multimodal configs, docs, imports, caching, performance, and dependency/version regressions).", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention load/runtime failure; different code paths and symptoms." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "Generic placeholder issue vs. a specific fbank feature extraction bug; no shared underlying defect." - }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated." + "reason": "Different failures: notebook syntax error vs AddedToken keyword conflict." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus test failure and cache max length handling are different bugs in different subsystems." + "reason": "Janus test failure and cache-length handling are unrelated code paths." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version incompatibility and a generic dependency problem are not the same issue." + "reason": "Python version compatibility problem vs vague dependency issue; not the same bug." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve FlashAttention, but one is Ministral-specific and the other is an AttributeError on sink-less models; not the same concrete bug." + "reason": "Both involve flash attention, but they affect different models and crash mechanisms." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different causes." + "reason": "Different missing imports in different modules; no shared underlying change." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Transformers dependency issue vs torch 2.4.1 incompatibility are distinct versioning problems." + "reason": "Generic dependency complaint vs torch incompatibility; too broad and not identical." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Multimodal assistant mask bug and FA2 long-context performance regression do not share the same root cause." + "reason": "Chat-template mask bug and FA2 long-context performance regression are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different model configs and different missing/defaulted fields; similar theme but not the same bug." + "reason": "Different multimodal config bugs: default init vs missing strict field." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation failure." - }, - { - "left": "issue:46123", - "right": "issue:46369", - "accept": false, - "reason": "Batch-finalization bug and memory overflow are unrelated." + "reason": "Token embedding resize issue vs Whisper empty-transcription failure; different paths." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen regressions, but one breaks model loading and the other breaks saved checkpoint serialization; different paths and fixes." + "reason": "Qwen3VL loading breakage vs Qwen3.5 save_pretrained regression; same family but different bugs." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans top-k crash and empty-list chat-template crash are different edge cases in different APIs." + "reason": "QA span decoding top-k crash and empty chat-template input crash are unrelated." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend and tokenizer thread-safety are unrelated." + "reason": "Phonemizer backend state bug vs tokenizer thread-safety regression; unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch flag bug and model memory overflow are different issues." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs unreleased peft version bump are not duplicates." + "reason": "Dependency issue vs unreleased minimum PEFT version; not the same defect." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but custom processor/tokenizer access and Deepseek tokenization errors are different bugs." + "reason": "Processor/tokenizer API regression and Deepseek tokenization regression differ in symptom and scope." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Documentation problems in different sections with different behaviors; not the same change." + "reason": "Documentation example problems in different docs/features; no shared bug." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling and a placeholder issue are unrelated." + "reason": "Tokenizer BPE marker bug is unrelated to the placeholder data request." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD args being ignored and a tie_word_embeddings warning are unrelated." + "reason": "SGD args being ignored is unrelated to a model warning about tie_word_embeddings." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype loading bug and Qwen3.5 save_pretrained regression are different model-specific issues." + "reason": "Blip2 dtype propagation bug and Qwen3.5 checkpoint serialization bug are different." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific HybridCache import failure is not the same concrete bug as a broad collection of import errors." + "reason": "Specific missing HybridCache export vs broad import errors after upgrade; too general to merge." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code breakage are unrelated." + "reason": "Pipeline processor selection bug vs remote_code breakage are not the same issue." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility and PEFT minimum version bump are distinct dependency concerns." + "reason": "Python support regression and PEFT version bump problem are unrelated." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + "reason": "Gradient checkpointing eval-mode issue and RTDetr loss infeasibility are unrelated." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Both are tokenizer regressions, but for different model families and different failure modes." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Tied-weight serialization inconsistency and resize_token_embeddings not updating Gemma embeddings are different problems." + "reason": "Serialization of tied weights vs resize_token_embeddings propagation are different code paths." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, "reason": "LlamaConfig validation and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 visuals, but one is loading and the other is save_pretrained key serialization." } ] }, @@ -12866,7 +12869,6 @@ "issue:45081", "issue:45103", "issue:45200", - "issue:45357", "issue:45372", "issue:45397", "issue:45542", @@ -12885,11 +12887,10 @@ "issue:47145" ], "soft_pairs": [ - "issue:43299|issue:45357", "issue:43653|issue:45593", "issue:46082|issue:46512", - "issue:43650|issue:46209", "issue:41950|issue:45823", + "issue:43650|issue:46209", "issue:43644|issue:47145", "issue:44242|issue:45200", "issue:43299|issue:43854", @@ -12913,196 +12914,190 @@ "issue:42175|issue:43976", "issue:43901|issue:44246" ], - "prepared_review_unit_hash": "541d586678697b0d9cdbf3ed665ca1ddcb3e2db7945c7c5748ffb8b9f377c4a7", + "prepared_review_unit_hash": "2214d2b67a95174e02241e3abaa6c969833de7b068b432dc7461684138c4b869", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35738, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34848, + "estimated_input_tokens": 8712, + "estimated_eval_tokens": 17680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose thematic bucket of mostly unrelated Transformers issues spanning loading, quantization/offload, tokenizers, configs, and docs/CI. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43873 is the broadest and most central on the shared loading/offloading/quantization theme, but the cluster is too heterogeneous for a true canonical duplicate.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; none of the soft pairs look like true duplicates. The closest thematic subgroup is offloading/quantization/load-state bugs, but even those are not the same concrete code path.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the broadest umbrella candidate here (offloading + quantization), so it is the closest thing to a cluster anchor, though it does not duplicate the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best single representative only in a loose topical sense; it has the widest scope among these, but it still does not subsume the other bugs.", + "best_issue_reason": "issue:43873 is the most representative overall because it captures the widest and most reusable bug theme among the few related offload/quantization reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43299", - "right": "issue:45357", - "accept": false, - "reason": "Both involve Qwen multimodal models, but one is a loading break in dev0 and the other is a save_pretrained key regression; different code paths and fixes." - }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration versus D-FINE auxiliary loss behavior are unrelated defects." + "reason": "Different subsystems and failures: tokenizer special-token decoding vs D-FINE auxiliary-loss behavior." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "One is config validation for head_dim, the other is stale config.dtype after from_config; not the same bug." + "reason": "One is a config validation error; the other is a dtype/config synchronization bug during model construction." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "No overlap beyond being user-facing issues; these are unrelated." + "reason": "Pipeline processor lookup bug and device_map forward-device mismatch are unrelated." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Video pipeline processor lookup and Gemma4 device mismatch are different subsystems and failure modes." + "reason": "Placeholder data request and FP8 inference failure on B200 are unrelated issues." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Both concern model state handling, but junk non-persistent buffers and missing FP8 weight_scale are different underlying problems." + "reason": "Both involve loading state, but one is junk non-persistent buffers and the other is missing weight_scale application for compressed-tensors checkpoints." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss logic and mm_token_type_ids defaults are unrelated model behaviors." + "reason": "MoE load-balancing loss omission and Gemma multimodal token-id defaults are different code paths." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model loading issues, but for different models and different root causes; not mergeable as one fix." + "reason": "Separate model-loading failures affecting different model families and likely different loaders." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Shape mismatch while loading Qwen3-VL is unrelated to FP8 compressed-tensors scale application." + "reason": "Weight-shape mismatch for a specific model is not the same bug as FP8 weight_scale not being applied." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer.json precedence and Mistral regex patching are distinct tokenizer-loading bugs." + "reason": "Tokenizer selection from repository and Mistral regex patch crash are distinct tokenizer-loading problems." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention sink handling and RTDetr loss infeasibility are unrelated code paths." + "reason": "FlashAttention attribute crash and RTDetr loss infeasibility are unrelated failures." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch 2.9 flex_attention compilation and missing TensorFlow backend installation are unrelated." + "reason": "Torch flex_attention compilation on new torch versions is unrelated to missing TensorFlow backend packaging." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch have no common underlying bug." + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization bugs in different model families; not the same defect." + "reason": "Different config classes and different missing-default/attribute problems." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer regex crash and list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated bugs." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both touch DeepSpeed/optimization, but OOM with Adafactor and double optimizer.step are different symptoms and fixes." + "reason": "DeepSpeed OOM from Adafactor and optimizer.step being called twice are not the same failure." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized model offload loading failure are separate quantization/offload issues." + "reason": "Saving quantized models and loading dequantized models with offload are different operations and bugs." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape handling in loading_report and Qwen3.5 variable-length position_ids are unrelated." + "reason": "Terminal ANSI formatting issue and variable-length position_ids bug are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure on Ministral and Kosmos2.5 OCR index error are different model-specific bugs." + "reason": "FlashAttention model failure and long-OCR index error are different code paths." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor.save_pretrained file omission and Chinese-language performance regression are unrelated." + "reason": "Missing processor files and a performance regression after upgrade are unrelated." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both are in the quantization/offload space, but one is a general offloading complaint and the other is a specific FP8 checkpoint scale bug; not the same concrete fix." + "reason": "Both touch quantization/offload/loading, but they describe different concrete bugs and should not be merged." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma4 processor import failure are unrelated." + "reason": "Auto-docstring annotation crash and Gemma 4 processor import error are unrelated." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility in a rotary embedding and variable-length input handling are different Qwen3.5 issues." + "reason": "Same model family, but CPU offload incompatibility and variable-length position_ids are distinct problems." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Layernorm epsilon precision bug and torch.split return-value issue in a different module are unrelated." + "reason": "MLA layernorm eps precision issue and GlmMoeDsaIndexer split return bug are unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are separate behaviors." + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different loading/saving issues." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow optional dependency packaging and Python version compatibility are unrelated release/build issues." + "reason": "Packaging dependency omission and Python-version compatibility are unrelated." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch for return_all_scores and import latency are unrelated." + "reason": "Documentation/behavior mismatch for a pipeline and intermittent slow import are unrelated." } ] }, @@ -13131,6 +13126,7 @@ "issue:43441", "issue:43525", "issue:43526", + "issue:43540", "issue:43575", "issue:43643", "issue:43673", @@ -13160,8 +13156,6 @@ "issue:45362", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", "issue:45600", "issue:45712", "issue:45823", @@ -13169,6 +13163,7 @@ "issue:46399", "issue:46655", "issue:46726", + "issue:46752", "issue:46851", "issue:47000", "issue:47145", @@ -13177,8 +13172,8 @@ ], "soft_pairs": [ "issue:47176|issue:47177", - "issue:45600|issue:45712", "issue:44671|issue:44779", + "issue:45600|issue:45712", "issue:43525|issue:43881", "issue:43673|issue:43761", "issue:43575|issue:47145", @@ -13188,8 +13183,8 @@ "issue:44987|issue:45542", "issue:43525|issue:43643", "issue:43824|issue:43976", - "issue:43723|issue:44162", "issue:44336|issue:44373", + "issue:43723|issue:44162", "issue:42796|issue:43441", "issue:44589|issue:45362", "issue:44246|issue:44496", @@ -13203,204 +13198,204 @@ "issue:43784|issue:45542", "issue:46399|issue:46851", "issue:43526|issue:45003", - "issue:45561|issue:45563" + "issue:43540|issue:46752" ], - "prepared_review_unit_hash": "3908a9ebd5fb3248d1269894e5445d08c87c7642f1452c689a32b17b694b209f", + "prepared_review_unit_hash": "4c350f9f85b22734fd1d63a4b1c9db06e756bed09850b55b27e57a21a45b5344", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36049, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "serialized_chars": 36038, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose bag of unrelated Transformers bugs that happen to share surface terms like import/load/tokenizer/config/position_ids. None of the soft pairs look like the same underlying defect strongly enough to merge as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43824 is the strongest single anchor: it is a concrete import regression, has the most visible impact signal, and includes inbound references/discussion that make it a better triage representative than the more niche items.", + "summary": "This set is not a true duplicate cluster; it\u2019s a grab bag of mostly unrelated Transformers issues spanning tokenizers, model loading, config regressions, and a few security/utility bugs. The only commonality is broad v5-era regressions, not the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate for the whole set. If forced to pick the broadest representative, #43723 is the closest because it covers a generic v5 tokenizer-loading regression that matches the cluster\u2019s strongest theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best overall representative because it is a clear, user-facing failure mode with a well-defined symptom and enough external linkage to act as the cluster anchor, even though the cluster is not truly duplicate-heavy.", + "best_issue_reason": "#43723 is the best representative only in a loose thematic sense: it is the most general, user-facing loading regression and sits near the center of the loader/tokenizer subset. It is not a true duplicate anchor for the whole group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Both are security bugs, but one is shell command-substitution allowlist bypass and the other is archive path traversal/RCE; different attack surfaces and fixes." + "reason": "Both are security-related, but one is a shell-operator allowlist bypass and the other is tar/zip slip arbitrary file write. Different attack vectors and fixes." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Both involve repo hygiene/CI, but one is stale auto_mappings references and the other is leftover dummy classes leaking into the namespace; not the same bug." + "reason": "Different model families and different failure modes: CamemBERT MLM predictions vs Deepseek tokenizer output regression." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Both are model-output regressions, but CamemBERT MLM predictions and Deepseek tokenizer behavior are distinct code paths and model families." + "reason": "Both touch repo-maintenance/generated artifacts, but one is stale auto_mappings references and the other is leftover dummy classes. Not the same bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different models and symptoms: missing pad_token_id on Llama4Config versus a glm-4v loading failure." + "reason": "Llama4 missing pad_token_id vs GLM-4V-9B loading failure; unrelated model-specific config/loading issues." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache handling and CLIPVision hidden_states output are unrelated subsystems; no shared concrete bug." + "reason": "Chunked-prefill cache regression in GenerationMixin vs CLIPVisionModel hidden_states output bug. Different code paths." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "One is tensor-parallel OOM on model load, the other is FP8 compressed-tensors loading without weight_scale; different failure modes." + "reason": "Tensor-parallel OOM while loading a Qwen2 model vs FP8 weight_scale not applied on checkpoint load. Unrelated." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is documentation content, while Gemma4 device mismatch is a model execution bug." + "reason": "Notebook syntax error vs Gemma4 device mismatch during forward. Different components and fixes." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2Tokenizer input/padding crash and RTDetrLoss infeasible cost matrix are unrelated model components." + "reason": "Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix. No shared underlying defect." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Torch.compile attention-kernel branching and ANSI codes in loading_report are completely different issues." + "reason": "Torch.compile attention-kernel divergence vs ANSI coloring in loading_report. Completely different subsystems." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Both are loading-time failures, but one is a model-specific transformers>=5.1.0 regression and the other is a TensorFlow backend detection issue." + "reason": "Model loading failure for one repo vs backend-selection error when only tensorboard is installed. Both loading-adjacent, but not the same bug." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention missing config fields, but one is a specific Llama4Config attribute bug and the other is trust_remote_code returning incomplete AutoConfig data." + "reason": "Both mention missing config fields, but one is a concrete Llama4 pad_token_id attribute bug and the other is trust_remote_code returning incomplete AutoConfig objects." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "An import error for a specific model class and a Python version compatibility regression are not the same underlying problem." + "reason": "Import error for a specific VL class vs Python version compatibility regression. No shared code-path." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are both model-loading complaints, but they point to different models and different failure causes." + "reason": "Terminal ANSI output bug vs incorrect docstring. Not the same issue." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "One is terminal-color output leakage, the other is a docstring typo; no shared bug." + "reason": "Tokenizer loading regression in v5 vs ESM2 model breakage. Different model/features and likely different fixes." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family, but tokenizer BPE marker handling and FlashAttention support are separate issues." + "reason": "Same model family (Ministral) but different defects: tokenizer BPE markers vs FlashAttention failure in v5 RC." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated; the titles do not describe the same code path." + "reason": "Float8 storage backend lookup failure vs Qwen3.5 chat crash. Unrelated runtime problems." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and unrecognized model/config parsing are distinct problems." + "reason": "Import latency in transformers vs unrecognized model/config.json failure. Different symptoms and root causes." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve position_ids in Qwen models, but one is a Qwen2.5-VL temporal scaling bug and the other is a Qwen3.5 variable-length input issue." + "reason": "Both involve position_ids, but they are different models and different semantics: Qwen2.5-VL temporal scaling vs Qwen3.5 variable-length input handling." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both touch kernels, but one is a missing revision/version requirement in pipelines import and the other is a missing decorator on rotary embedding registration." + "reason": "Both mention kernels, but one is an import-time dependency/version check and the other is a missing decorator on a registration path. Not mergeable as one fix." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma eos_token_id inconsistency and FP8 weight_scale loading are unrelated configuration versus checkpoint-loading bugs." + "reason": "Gemma eos_token_id configuration inconsistency vs FP8 frozen checkpoint weight_scale application. Different layers of the stack." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config serialization mismatch is not the same as a Gemma4 zero3 from_pretrained failure." + "reason": "Tokenizer save_pretrained metadata mismatch vs Gemma-4 zero3 from_pretrained loading issue. Different operations and causes." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Different Qwen submodules and different symptoms; no evidence they stem from the same defect." + "reason": "Feature-extraction length helper bug in qwen3_omni_moe vs variable-length position_ids bug in Qwen3.5. Not the same path." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation and missing vision backend/unrecognized image processor are separate processor problems." + "reason": "Video processor padding math bug vs AutoProcessor reporting missing vision backend. Different processor and error condition." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python version support regression are unrelated." + "reason": "Missing AutoImageProcessor import vs Python3.9+/3.10+ compatibility regression. Unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both are import-time dependency/backend problems, but they involve different missing symbols and different packages." + "reason": "Sentence-transformers import NameError due to missing nn vs undefined tf backend when only tensorboard is installed. Different dependency failures." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "use_kernels registration crash and variable-length position_ids bug are different Qwen3.5 issues." + "reason": "Kernel registration/decorator failure vs variable-length position_ids bug. Different code paths." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated implementation bugs." + "reason": "BeitImageProcessorFast reduce_labels bug vs unsafe sys.modules access in modeling_utils. No shared underlying defect." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "A pytest-xdist race and a stale generate() warning are not the same underlying defect." + "reason": "Qwen3OmniMoe video-input ValueError vs empty-chat-template IndexError. Both input-handling bugs, but not the same one." } ] }, @@ -13457,9 +13452,10 @@ "issue:45362", "issue:45375", "issue:45397", + "issue:45561", + "issue:45563", "issue:45588", "issue:45593", - "issue:45600", "issue:45759", "issue:46132", "issue:46399", @@ -13473,11 +13469,11 @@ "issue:46851" ], "soft_pairs": [ - "issue:43540|issue:46752", + "issue:45561|issue:45563", "issue:45103|issue:46399", "issue:45072|issue:46829", - "issue:44295|issue:45397", "issue:44246|issue:44871", + "issue:44295|issue:45397", "issue:43531|issue:45362", "issue:45588|issue:46851", "issue:46614|issue:46665", @@ -13486,218 +13482,211 @@ "issue:45003|issue:46821", "issue:44242|issue:45593", "issue:43550|issue:46506", - "issue:42886|issue:46132", "issue:44779|issue:45292", + "issue:42886|issue:46132", "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:43901|issue:45003", "issue:43257|issue:45137", "issue:44496|issue:45003", - "issue:41950|issue:44220", "issue:43540|issue:46655", + "issue:41950|issue:44220", "issue:43262|issue:44246", "issue:44451|issue:46752", "issue:45375|issue:45759", "issue:44479|issue:46655", - "issue:44295|issue:44749", - "issue:45137|issue:45600" + "issue:44295|issue:44749" ], - "prepared_review_unit_hash": "fb0ce5dbe13fd4589900274dff5aeedddc63080eacfa01e5f3ac55cf22ab3077", + "prepared_review_unit_hash": "db7736fbb66e9b7671785d1cc8c2dc5627be07e985cda8b3c73ea0a73b47ff82", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35591, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "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; most are broad-similarity false positives across different models or code paths. Among the issues, #44479 is the clearest representative of a concrete regression.", - "confidence": 0.74, - "canonical_issue_reason": "#44479 is the strongest anchor: it describes a specific v5.3.0 video-input regression, names multiple affected Qwen model variants, and is a concrete, reproducible failure.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share only broad subsystem or keyword similarity, not the same concrete bug. No pull requests are present, and all soft-edge candidates should be rejected as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#44479 is the best standalone issue to represent the cluster because it is version-specific, multi-model, and clearly scoped to one regression.", + "best_issue_reason": "Issue 44479 is the broadest representative of the visible multimodal/video regression theme, but it does not unify the full set of issues in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Different symptoms and paths: Qwen3OmniMoe video-input ValueError vs empty-list chat template crash." + "reason": "Race condition in patched testing utils vs stale warning in paged generate(); unrelated symptoms and code paths." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Both mention decorators, but they are different failures in unrelated code paths (auto-docstring vs kernel registration)." + "reason": "Auto-docstring future-annotations crash vs Qwen3.5 kernel registration/decorator failure; different modules and failure modes." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "One is a bfloat16 dtype mismatch bug; the other is an output field assignment bug in a video classifier." + "reason": "bfloat16 dtype mismatch in inference vs VideoPrism hidden_states/output object bug; not the same underlying defect." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Position_ids buffer handling is unrelated to the gemma-4 ZeRO3 from_pretrained failure." + "reason": "Import latency issue vs Gemma eos_token_id config inconsistency; no shared code-path problem." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Import slowdown and eos_token_id config mismatch are not the same underlying bug." + "reason": "Position_ids buffer access error vs Gemma-4 ZeRO3 from_pretrained issue; separate model-loading bugs." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different issues." + "reason": "Qwen3-MoE sliding_window behavior vs Qwen3.5 chat crash; both Qwen-related but different concrete failures." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention sink handling and variable-length position_ids are distinct problems." + "reason": "flash_attention s_aux=None crash vs variable-length position_ids bug; distinct inference code paths." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Tokenizer phonemizer state leakage is unrelated to from_pretrained behavior inside classes." + "reason": "Stale phonemizer backend state vs inconsistent from_pretrained behavior in Python classes; unrelated bug classes." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI code emission in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI logging output issue vs GLM-5 RoPE implementation discussion; no common underlying change." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE loading, but one is hf4.x LoRA compatibility and the other is a v5.0.0.dev0 loading regression." + "reason": "LoRA/Qwen3-MoE conversion mismatch on hf4.x vs Qwen3VL-MoE loading regression on v5.0.0.dev0; similar family, different bugs." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are different code-path failures." + "reason": "Unsafe sys.modules access vs TimesFM window_size AttributeError; unrelated internals." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern missing auxiliary loss terms, but they apply to different models and different flags." + "reason": "Missing load-balancing loss when router logits are off vs missing auxiliary losses when denoising is off; different models and loss paths." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + "reason": "torch.compile/SDPA bug in Bamba vs CPU/CUDA output divergence in PPDocLayoutV3; not the same code-path." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated." + "reason": "Deepseek tokenizer regression vs resize_token_embeddings not updating output embeddings; different subsystems." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings/output_embeddings mismatch are different bugs." + "reason": "Offline cache loading failure vs AttentionInterface.register behavior change; no shared defect." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Import errors for different symbols from different packages are not the same issue." + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode import from huggingface_hub; unrelated import errors." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import-name failures, but they involve different missing exports and different root causes." + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing HybridCache export; different symbols and fixes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + "reason": "Docs mention stale return_all_scores option vs unsafe sys.modules access in modeling_utils; not the same bug." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque underflow are separate training/loading failures." + "reason": "Qwen3 MOE weight conversion issue under accelerate+deepspeed vs DeepSpeed ZeRO3 deque underflow; separate training/runtime failures." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are different failure modes." + "reason": "Unrecognized model/config loading failure vs sys.modules lookup safety bug; unrelated loading paths." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Video-classification processor lookup and _torch_extract_fbank_features are not the same code path." + "reason": "Qwen3OmniMoe video ValueError vs SmolVLM video padding calculation bug; both video-related but different models and causes." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Different models and different video-processing bugs; not plausibly one merged fix." + "reason": "Video-classification pipeline processor mismatch vs fbank feature extraction issue; no shared underlying bug." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio sampling-rate defaulting and import slowdown are unrelated." + "reason": "Audio chat-template sampling-rate default vs load-balancing loss omission; different APIs and domains." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and empty-list chat template crash are unrelated." + "reason": "Model loading failure for ScandiBERT vs empty-list chat-template IndexError; unrelated user-facing errors." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal configs, but one is a missing strict field and the other is from_config text_config unwrapping." + "reason": "Both involve Qwen multimodal config handling, but one is a missing strict config field and the other is from_config text_config unwrapping; not the same concrete bug." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both mention video input regressions, but they affect different models and likely different preprocessing bugs." + "reason": "Both are video-input regressions, but for different model families and different failure mechanisms." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A buffer-related runtime error is not the same as a general post-upgrade performance regression." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and removed auto_mappings references are unrelated CI/runtime issues." + "reason": "Position_ids buffer error vs filter slowdown after upgrade; unrelated symptoms and code paths." } ] }, @@ -13748,18 +13737,18 @@ "issue:44977", "issue:44987", "issue:45003", + "issue:45137", "issue:45200", "issue:45250", "issue:45292", "issue:45335", "issue:45375", "issue:45397", - "issue:45412", "issue:45459", "issue:45561", + "issue:45600", "issue:45656", "issue:45859", - "issue:46123", "issue:46170", "issue:46369", "issue:46399", @@ -13771,18 +13760,19 @@ "issue:47000" ], "soft_pairs": [ - "issue:44162|issue:45200", + "issue:45137|issue:45600", "issue:45292|issue:47000", "issue:45859|issue:46399", + "issue:44162|issue:45200", "issue:45003|issue:45561", "issue:43295|issue:45292", "issue:36246|issue:43596", - "issue:43475|issue:46369", "issue:44466|issue:45335", + "issue:43475|issue:46369", "issue:44623|issue:46726", "issue:44877|issue:45375", - "issue:44038|issue:46506", "issue:44242|issue:44857", + "issue:44038|issue:46506", "issue:43526|issue:46897", "issue:44987|issue:45459", "issue:29870|issue:30333", @@ -13792,36 +13782,35 @@ "issue:42199|issue:46851", "issue:44060|issue:44077", "issue:44368|issue:44977", - "issue:43653|issue:44162", "issue:45397|issue:45656", - "issue:45412|issue:46123", + "issue:43653|issue:44162", "issue:43065|issue:43408", "issue:44877|issue:46170", "issue:43475|issue:43540" ], - "prepared_review_unit_hash": "c0528d29ed783ef89d782ffb62ff7004a57928b227edd4e54852b16344d618b4", + "prepared_review_unit_hash": "5f6cdae2af6620e89600dbf95c54c7a0b0c0ec8a166e1bfe9f67b41807968c43", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35927, - "estimated_input_tokens": 8982, - "estimated_eval_tokens": 18220 + "serialized_chars": 35890, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated areas (Qwen, SAM, DETR/RT-DETR, tokenizers, training loops, distributed/offload, and testing utilities). None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "summary": "This set is a heterogeneous mix of unrelated transformer/model bugs, so there is no meaningful single canonical issue here. All soft-pair candidates appear to be different underlying problems rather than duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -13829,166 +13818,166 @@ "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Both mention model behavior regressions, but one is an ESM2 breakage and the other is Gemma 4 mm_token_type_ids handling; different models and failure modes." + "reason": "Different failures in different areas: DeepSpeed ZeRO3 deque/indexing vs. auto_mappings referencing removed Sam3LiteText configs. No shared code-path bug." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Different bugs: one is resize_token_embeddings not updating output embeddings, the other is RTDetrLoss infeasible cost matrix during training." + "reason": "Unrelated regressions: token embedding resizing not updating output embeddings vs. RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU offload incompatibility in rotary embedding and the other is a kernel registration error for apply_rotary_pos_emb; not the same defect." + "reason": "Both mention Qwen3.5/rotary-related code, but one is CPU offload compatibility and the other is a missing decorator for kernel registration. Different concrete bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids handling for text-only fine-tuning." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "One is unsafe sys.modules access in modeling_utils, the other is a pytest-xdist race in captured_info.txt; unrelated code paths." + "reason": "sys.modules access bug in modeling_utils is unrelated to a pytest-xdist captured_info.txt race." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "One is a processor.tokenizer/images regression, the other is token embedding resizing not propagating to output embeddings; different subsystems." + "reason": "Different regressions: processor.tokenizer/images handling vs. resize_token_embeddings not updating output embeddings." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different runtime errors in different models: Qwen2.5-VL image processor import failure vs BertModel deepspeed zero3 init IndexError." + "reason": "Qwen2.5-VL import failure is unrelated to DeepSpeed ZeRO3/BertModel empty-index crash." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "SAM 3 video attribute error versus sam3-litetext memory overflow; same family only, but not the same bug." + "reason": "Both involve embedding weights, but one is serialization inconsistency by device and the other is resize_token_embeddings not propagating to decoder.embed_tokens. Not the same bug." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Both involve resize_token_embeddings/weight tying, but one is generic lm_head serialization and the other is t5gemma decoder.embed_tokens not updating; distinct issues." + "reason": "SAM3 encoder output attribute error is unrelated to SAM3-litetext memory overflow." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to AutoProcessor reporting an unrecognized image processor when a backend is missing." + "reason": "save_pretrained missing files is a different issue from AutoProcessor fallback/error when the vision backend is missing." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "One is strict config blocking granite_speech loading; the other is a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + "reason": "Both mention strict config behavior, but one is load failure for granite_speech and the other is a missing field silently dropped in a different config class. Not the same underlying change." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Qwen3-VL-Moe/transformers 5.0 compatibility issue versus PPDocLayoutV3 CPU/CUDA discrepancy; unrelated behavior." + "reason": "Load-balancing loss gating in MoE routing is unrelated to LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "One is missing load balancing loss when router logits are disabled; the other is LwDetrImageLoss crashing under float16 AMP on CUDA." + "reason": "Qwen3-VL-Moe/transformers 5.0 issue is unrelated to PPDocLayoutV3 CPU-vs-CUDA numerical differences." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT processor reduce_labels bug is unrelated to Florence2 training-loss double-shift behavior." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Florence2 training-loss double-shift behavior." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is a model loading regression; tokenizer protobuf exception handling is a separate error path." + "reason": "Model-loading failure for physical-intelligence/fast is unrelated to tokenizer error masking when protobuf is absent." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are entirely different bugs." + "reason": "BART generation UnboundLocalError is unrelated to MLflow reporting after failed training jobs." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "NemotronHForCausalLM Flash Attention 2.0 unsupported is a concrete model capability issue, not the generic Flash Attention 2.0 topic in the other issue." + "reason": "Specific unsupported Flash Attention 2.0 error for NemotronHForCausalLM is not the same as a generic Flash Attention 2.0 issue." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "BEiT label reduction bug and CohereASR training-loss double-shift are different models and different processing logic." + "reason": "BEiT label reduction bug is unrelated to CohereASR training-loss double-shift." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen video-input regression is unrelated to Windows/ROCm import and torch.distributed dependency issues." + "reason": "Video-input regression across Qwen models is unrelated to a Windows/ROCm torch.distributed dependency problem." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality error for models without explicit background class is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "DETR-derived cardinality/background-class handling is unrelated to Qwen3.5 variable-length position_ids support." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning bug and patchtsmixer post_init allowance are different configuration/model validation issues." + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init policy." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3.5 warnings/generation, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure; not the same concrete bug." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are unrelated tokenizer/model issues." + "reason": "Tie_word_embeddings warning in Qwen3.5 fine-tuning is unrelated to a flash-attention generation failure." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "gemma-4 zero3 from_pretrained and optimizer step being called twice with deepspeed are different distributed-training failures." + "reason": "Gemma 4 zero3 from_pretrained issue is different from DeepSpeed double optimizer-step behavior." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "RT-DETR memory leak on deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3PixelDecoder dummy Conv2d and sam3_video vs sam3_tracker warning are separate SAM 3 issues." + "reason": "SAM3 PixelDecoder dummy Conv2d is unrelated to the sam3_video/sam3_tracker model-type warning." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to Windows ROCm import/type errors from torch.distributed." + "reason": "Strict config loading and Windows ROCm torch.distributed dependency are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are SAM/Qwen-ish video issues, but one is a missing fpn_position_embeddings attribute and the other is a Qwen3OmniMoe video-input ValueError; different failures." + "reason": "SAM3 vision encoder missing attribute is unrelated to Qwen3OmniMoe video-input ValueError." } ] }, @@ -14013,9 +14002,7 @@ "cluster_id": "cluster-10000-516", "nodes": [ "issue:42886", - "issue:42994", "issue:43065", - "issue:43482", "issue:43646", "issue:43701", "issue:43723", @@ -14038,6 +14025,7 @@ "issue:45200", "issue:45229", "issue:45375", + "issue:45412", "issue:45478", "issue:45563", "issue:45588", @@ -14062,6 +14050,7 @@ "issue:47145" ], "soft_pairs": [ + "issue:45412|issue:46123", "issue:46170|issue:46832", "issue:43723|issue:46710", "issue:42886|issue:45229", @@ -14078,10 +14067,10 @@ "issue:45987|issue:46082", "issue:45685|issue:46431", "issue:44361|issue:44749", - "issue:44297|issue:44623", "issue:45103|issue:46858", - "issue:43065|issue:46123", + "issue:44297|issue:44623", "issue:43994|issue:46726", + "issue:43065|issue:46123", "issue:43701|issue:44749", "issue:44749|issue:45656", "issue:43646|issue:44162", @@ -14089,221 +14078,217 @@ "issue:44964|issue:45137", "issue:44871|issue:46132", "issue:46752|issue:47020", - "issue:45375|issue:45478", - "issue:42994|issue:43482" + "issue:45375|issue:45478" ], - "prepared_review_unit_hash": "5d13027be812f5c7f5c90dda8d65b8c328dcdcd6a08c189d7c750c7bcad03180", + "prepared_review_unit_hash": "8c210ea027647732cc5eb43b1ce14d80e5cdda34df8365948ae5778e392557c7", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36550, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "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 regressions spanning tokenizers, model loading, generation, caching, and backend/runtime issues. The only soft edge that looks plausibly duplicate is the Qwen3.5 MoE config/load pair; the rest are too far apart to merge safely.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43723 is the broadest and most central issue in the set: a tokenizer loading regression in v5. It best represents the recurring tokenizer/config-loading theme without overfitting to one narrow symptom.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs around tokenizers, model loading, generation, caches, and a few backend-specific issues. I don\u2019t see any strong duplicate pairs; most overlaps are only at the subsystem level, not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43723 is the best representative issue: it is a clear, concrete tokenizer-loading regression in v5 with a broad enough scope to stand in for the tokenizer subset of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best single issue anchor because it captures the common tokenizer-from_pretrained breakage theme, even though many other items in the cluster are not true duplicates of it.", + "best_issue_reason": "Issue 43723 is the strongest standalone issue to keep: the title is precise, user-facing, and describes a broadly relevant failure mode in the v5 tokenizer load path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different bugs: RT-DETR memory retention vs MaskGenerationPipeline final-batch bookkeeping." + }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Different subsystems and failures: Windows/ROCm import dependency issue vs RT-DETR forward shape handling." + "reason": "Different code paths: Windows/ROCm import dependency issue vs RTDetrModel feature-level mismatch in forward." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "One is tokenizer loading in v5; the other is an accuracy regression after upgrading versions. Different bug class." + "reason": "Tokenizer load regression vs accuracy regression after upgrade; same project, not the same bug." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM are unrelated." + "reason": "Offline tokenizer cache loading and Gemma multi-GPU CUDA OOM are unrelated failures." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Model weight-shape mismatch for Qwen3-VL vs a warning about tie_word_embeddings; not the same bug." + "reason": "Weight-shape mismatch during model loading vs a warning about tie_word_embeddings configuration." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel branching issue vs Gemma pipeline roundtrip tokenization bug." + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma token roundtrip behavior." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale cache crash on second forward pass vs missing mm_token_type_ids default; different code paths." + "reason": "Stale indexer cache on second forward is unrelated to missing mm_token_type_ids defaults." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Config warning about tied embeddings vs stale num_return_sequences warning; not duplicate failures." + "reason": "Both mention warnings, but one is config warning and the other is a stale paged-generation warning; not the same bug." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "Behavior change in AttentionInterface.register vs silent FP8 checkpoint corruption; unrelated." + "reason": "AttentionInterface.register behavior change is unrelated to FP8 compressed-tensors weight_scale loading corruption." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions API rejection vs Gemma token roundtrip failure; different surfaces and causes." + "reason": "API acceptance failure in /v1/chat/completions is not the same as Gemma pipeline token roundtrip failure." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of an external issue vs a specific Gemma roundtrip bug; no clear same underlying defect." + "reason": "The reproduction issue points to another upstream bug, but there is no evidence it is the same Gemma roundtrip problem." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve compile/perf concerns, but one is attention-kernel divergence and the other is cache lazy-init recompilation; not the same bug." + "reason": "Both involve compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior vs deepspeed host-sync conditional; unrelated." + "reason": "D-FINE auxiliary-loss logic and DeepSpeed loss host-synchronization are different mechanisms and symptoms." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second-forward stale cache crash vs flash-attention s_aux None AttributeError are different failure modes." + "reason": "Stale cache/indexer crash on second forward is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; separate issues." + "reason": "Cache seq-length return-type bug and LlamaConfig head_dim validation are separate issues." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram Int error in moe code vs missing chat template ValueError; unrelated." + "reason": "MPS histogram support error for MoE is unrelated to chat-template presence validation." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError vs a slowdown regression after upgrade; not the same underlying bug." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Both touch save_pretrained, but tokenizer_class mismatch and missing processor files are different serialization bugs and not clearly one fix." + "reason": "Tokenizer AttributeError and performance slowdown after upgrade are not the same underlying bug." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring future-annotations crash vs cache.get_seq_length device-tensor arithmetic bug; unrelated." + "reason": "Auto-docstring annotation handling and static-cache seq-length arithmetic are unrelated." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs MaskGenerationPipeline final-batch handling; different components." + "reason": "Both are save_pretrained-related, but one is tokenizer config mismatch and the other is missing processor files; different defects." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Siglip2 bad outputs with AutoModel/pipeline vs missing vision backend error reporting; not duplicate." + "reason": "Model output nonsense with AutoModel/pipeline is not the same as missing-vision-backend processor reporting." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to final partial-batch handling in MaskGenerationPipeline." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch vs significant slowdown after upgrade; different regressions." + "reason": "Checkpoint resume key mismatch and data-filtering slowdown after upgrade are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown after upgrade vs optimizer.step being called twice under deepspeed; different concrete bugs." + "reason": "Slow data filtering and double optimizer.step under DeepSpeed are different runtime problems." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage in v5 vs ESM2 domain-specific breakage; too different to merge." + "reason": "Custom model initialization breakage in v5.0.0 and ESM2 being broken are too vague and clearly distinct." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files vs deepspeed double-step optimizer bug; unrelated." + "reason": "Missing processor save files and optimizer.step being called twice do not describe the same code path." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure vs ZeRO3 deque IndexError; different subsystems." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config inconsistency vs AttentionInterface.register behavior change; different issues." + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty-list chat template crash vs XLMRobertaTokenizer Unigram sequence type mismatch; unrelated tokenizer bugs." + "reason": "Empty chat-template list crash and XLMRobertaTokenizer/Unigram initialization are different tokenizer bugs." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Both point at the same Qwen3.5 MoE configuration/load regression: a missing config field being dropped and a from_pretrained failure on recent transformers." - }, - { - "left": "issue:42994", - "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; save vs load and different model paths." + "reason": "Qwen3.5 MoE config field dropping and Qwen3.5 MoE from_pretrained errors are related only by model family, not the same concrete failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as mostly heterogeneous, and the lone accepted soft pair (45375/45478) is plausibly the same Qwen3.5 MoE load/config regression. The rejected pairs are generally argued at an appropriately cautious level without overstating duplication 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 }, @@ -14329,6 +14314,7 @@ "issue:42994", "issue:43232", "issue:43475", + "issue:43482", "issue:43525", "issue:43643", "issue:43673", @@ -14369,17 +14355,18 @@ "issue:47059" ], "soft_pairs": [ + "issue:42994|issue:43482", "issue:43475|issue:46821", "issue:43475|issue:43643", - "issue:45230|issue:45397", "issue:44188|issue:46851", + "issue:45230|issue:45397", "issue:39692|issue:46726", - "issue:43232|issue:43673", "issue:44373|issue:46851", - "issue:28282|issue:30990", + "issue:43232|issue:43673", "issue:44038|issue:44623", - "issue:45310|issue:45375", "issue:43986|issue:46726", + "issue:28282|issue:30990", + "issue:45310|issue:45375", "issue:46877|issue:47000", "issue:46463|issue:46877", "issue:41628|issue:44933", @@ -14388,243 +14375,246 @@ "issue:43723|issue:46326", "issue:42371|issue:45092", "issue:43784|issue:46399", - "issue:43873|issue:44945", "issue:45137|issue:47000", + "issue:43873|issue:44945", "issue:41628|issue:44351", "issue:36010|issue:41628", "issue:42994|issue:43824", "issue:44038|issue:45310", "issue:44945|issue:45753", - "issue:45561|issue:47059", "issue:44857|issue:46877", + "issue:45561|issue:47059", "issue:45593|issue:46877", "issue:44222|issue:45310", "issue:44661|issue:47059" ], - "prepared_review_unit_hash": "e0fe68ea1c0b4fb25c2e3590a255d4131664943a2bc6e169affd9e3f21c97da0", + "prepared_review_unit_hash": "f5c66da099e30d68b2177b03ba43960032ccbba47e4523df6ed6e897ec724b52", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36031, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36885, + "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 mostly heterogeneous: it mixes unrelated import/regression issues, generation bugs, Qwen-family config/model failures, docs problems, and test/infrastructure issues. Only two soft edges look like true duplicates or the same underlying fix target.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 46726 is the cleanest anchor for the clearest duplicate-like pair (with 43986) and captures the same AutoProcessor/vision-backend missing-dependency crash in a broader form.", + "summary": "This cluster is mostly heterogeneous: import/export regressions, remote-code/config-field issues, tokenizer/generation bugs, quantization/save/load problems, and a few unrelated docs/infra failures. I don\u2019t see any soft pair that is clearly the same concrete bug or change, so I would keep the cluster split.", + "confidence": 0.79, + "canonical_issue_reason": "issue:41628 is the most generic package-level API regression in the set (top-level AutoImageProcessor import failure) and best represents the recurring import/export breakage theme better than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Best overall representative because it is a concrete, reproducible user-facing failure with a clear runtime error; the rest of the cluster is too mixed to serve as one unified duplicate set.", + "best_issue_reason": "issue:41628 is the cleanest representative of the repeated import/export failure pattern across the cluster and is broad enough to stand in for several similar API breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Different failure modes: quantized save_pretrained vs GGUF loading in v5." + }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different models and different missing attributes; no shared code path or fix target." + "reason": "Different models and code paths: SAM3 vision encoder attribute vs TimesFM window_size attribute." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM video encoder output bug vs AutoConfig remote-code field loss; unrelated behavior." + "reason": "SAM3 missing attribute is not the same bug as trust_remote_code config-field loss." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained failure; no concrete overlap." + "reason": "Different areas: torch.compile attention-kernel branching vs Qwen3.5 variable-length position_ids." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Different Qwen/generation issues: attention-kernel branching vs variable-length position_ids." + "reason": "One is a placeholder bug report; the other is a specific gemma-4 Zero3/from_pretrained failure." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Doc example errors vs runtime backend-missing error; different artifacts and fixes." + "reason": "Docs/example issues vs runtime missing-backend handling; not the same concrete defect." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring wording issue vs an actual Qwen3.5 variable-length input crash." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both generation-related, but one is sync_gpus/update_model_kwargs and the other is chunked_prefill cache handling; separate bugs." + "reason": "Both are generation-related, but they hit different logic paths: sync_gpus kwargs update vs chunked_prefill cache handling." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Docstring typo vs actual variable-length decoding bug; not the same issue." + "reason": "Unrelated: Qwen3-VL-Moe v5 breakage vs processor.save_pretrained missing files." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "PyTorch import dependency error vs sentence-transformers loading stall; different failure modes." + "reason": "Both involve missing vision deps in AutoProcessor, but one is video-model loading and the other is image-processor resolution; too different to merge strictly." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Qwen3-VL-Moe compatibility issue vs processor save_pretrained file omission; unrelated paths." + "reason": "PyTorch-missing AutoModel import error vs Sentence Transformers loading stall are different problems." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "Both point to the same Qwen3.5 MoE vision config/load regression; the missing deepstack_visual_indexes field plausibly causes the from_pretrained error." - }, - { - "left": "issue:43986", - "right": "issue:46726", - "accept": true, - "reason": "Same underlying AutoProcessor failure when the required vision backend is missing; one is the video-model case of the same crash." + "accept": false, + "reason": "Related Qwen3.5 family, but one is a generic from_pretrained error and the other is a missing config field being dropped by @strict." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint stdout noise vs RTDetrLoss cost-matrix infeasibility; unrelated." + "reason": "Unrelated: import-time doc-lint stdout vs RTDetr loss infeasible cost matrix." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder validation error vs docstring import-time diagnostics; no shared bug." + "reason": "Docstring-generation behavior vs T5 decoder-input validation are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and different modules." + "reason": "Both are import/export failures, but they concern different symbols and different code paths." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving vs Llama4Config missing pad_token_id; different model-family regressions." + "reason": "Quantized saving failure vs missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash vs tokenizer codec-handling regression; different subsystems." + "reason": "Both touch decoding/tokenization, but one is a Whisper timestamp edge case and the other is a Kimi-K2.5 codec regression." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer loading issue vs mistral_common continue_final_message bug; separate tokenizer code paths." + "reason": "Tokenizer loading regression vs mistral_common continue_final_message bug are different tokenizer paths." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings warning vs remote-code meta-initialization incompatibility; unrelated." + "reason": "TF32 API migration warning vs InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Missing nn import in sentence-transformers vs missing decorator for rotary embedding registration; different defects." + "reason": "Sentence-transformers import NameError vs Qwen3.5 kernel-registration failure are different bugs." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:45137", + "right": "issue:47000", "accept": false, - "reason": "Quantization offloading behavior vs pipeline-parallelism output corruption; not the same bug." + "reason": "DeepSpeed ZeRO3 deque underflow vs RTDetr cost-matrix infeasible are unrelated." }, { - "left": "issue:45137", - "right": "issue:47000", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow vs RTDetrLoss infeasible cost matrix; different runtime failures." + "reason": "Quantization/offloading behavior vs pipeline-parallel output corruption are different issues." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import/export regressions, but they are about different symbols and code locations." + "reason": "Different missing imports: AutoImageProcessor export vs HybridCache export." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import failure vs AutoImageProcessor import failure; separate missing API surfaces." + "reason": "AutoModel requires PyTorch and AutoImageProcessor import failure are different API errors." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save_pretrained bug vs Qwen2_5_VLForConditionalGeneration import error; unrelated." + "reason": "GGUF loading vs Qwen2.5-VL class import failure are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen/VL and v5, but one is a vague bug report and the other is a specific from_pretrained regression; not enough to treat as the same fix." + "reason": "Different Qwen3.5 variants and different symptoms; not one concrete bug." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output error vs infinite loop on a specific image; different symptoms and likely different causes." + "reason": "Pipeline-parallel incorrect output vs image-triggered infinite loop are distinct failure modes." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "xdist race in testing utils vs CLI completion breakage from huggingface_hub; unrelated infrastructure issues." + "reason": "AMP/CUDA loss crash vs import-time doc-lint output are unrelated." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "CUDA AMP loss crash vs import-time doc-lint stdout; no overlap." + "reason": "xdist file race vs CLI completion attribute error are different test/infra failures." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior vs doc-lint stdout noise; unrelated." + "reason": "D-FINE auxiliary-loss bug vs auto_docstring stdout diagnostics are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 MoE saving vs Qwen3.5 from_pretrained loading; same broad model family but different concrete code paths." + "reason": "FP8 save_pretrained on MoE vs Qwen3.5 from_pretrained error are different directions of failure." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer mapping-name failure vs CLI completion attribute breakage; different areas and fixes." + "reason": "Model-registration helper bug vs Hugging Face Hub CLI test failure are not the same underlying issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft edges are plausibly duplicate-like from their titles/body context, and the rejected pairs look appropriately non-overlapping. No evident overstatement beyond what the packet supports." - }, - "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 }, @@ -14712,8 +14702,8 @@ "issue:44623|issue:45310", "issue:42673|issue:46693", "issue:44186|issue:47085", - "issue:45600|issue:47059", "issue:46077|issue:46123", + "issue:45600|issue:47059", "issue:42898|issue:45812", "issue:43723|issue:44568", "issue:43479|issue:44869", @@ -14722,220 +14712,220 @@ "issue:43784|issue:43824", "issue:42898|issue:44779" ], - "prepared_review_unit_hash": "2f702f2cf71e55c2cdf8d38204255b12fad4e5ab11e4c8b4e788a9a9f76d67d5", + "prepared_review_unit_hash": "fce1c1c1d460a11a6888e2266df23c4f8fcbf8089ec1ef517c60ba69bfbe85fc", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36897, - "estimated_input_tokens": 9225, - "estimated_eval_tokens": 18706 + "serialized_chars": 36901, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and only one pair looks like a true duplicate; most other pairs are same-subsystem but different bugs. The clearest duplicate is the Qwen3ForCausalLM VRAM leak report.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42673 is the strongest anchor because it has an exact twin (issue:43704) with the same title and same concrete failure mode: VRAM leak when Qwen3ForCausalLM is used in multiple dataloader threads.", + "summary": "This set is mostly unrelated issues. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report (#42673 / #43704); the rest differ in model, subsystem, or failure mode too much to merge.", + "confidence": 0.96, + "canonical_issue_reason": "#42673 is the better canonical issue: it is the earlier, fuller report of the exact same Qwen3ForCausalLM VRAM leak, with more discussion/context than #43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best single issue to represent the only near-certain duplicate in this set; it is specific, concrete, and directly matched by another item.", + "best_issue_reason": "#42673 is the strongest global issue candidate because it is the clearest true duplicate target in the set and has the most context/activity among the matching pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different bugs: Mistral tokenizer backend-tokenizer attribute error vs auto-docstring crash with future annotations." + "reason": "Different subsystems and failure modes: Mistral regex patch crash vs auto-docstring annotation handling." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Both involve Gemma/Gemma4, but one is a missing _tokenizer attribute and the other is a pipeline roundtrip/tokenization issue." + "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip issue." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Different failure modes and code paths: token roundtrip bug vs image-text-to-text pipeline failure." + "reason": "Different concrete bugs in Gemma-related code paths; not the same underlying failure." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Unrelated generation bugs: sync_gpus kwargs update issue vs janus image-generation test failure." + "reason": "Unrelated generation kwargs issue vs a Janus test failure." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact duplicate: same title and same Qwen3ForCausalLM multi-dataloader VRAM leak." + "reason": "Same title and same Qwen3ForCausalLM VRAM leak with multiple dataloader threads; #43704 is a duplicate report." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "One is an accuracy regression with FineGrainedFP8; the other is an FP8 save_pretrained/moe issue." + "reason": "Both are FP8-related, but one is accuracy regression and the other is save_pretrained behavior for MoE." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Different problems: missing TensorFlow backend in extras install vs nonexistent image_utils import." + "reason": "Backend installation problem vs a missing image_utils import; unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated: unrecognized model/config loading vs xdist race in captured_info.txt." + "reason": "Model config loading error vs xdist file race; no shared code path." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version bump issue and auto_docstring stdout diagnostics are different topics and code paths." + "reason": "PEFT version pinning issue vs auto_docstring stdout diagnostics." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "Training job MLflow reporting bug is unrelated to adafactor/deepspeed OOM." + "reason": "MLflow reporting issue vs deepspeed/Adafactor OOM; different problems." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Different issues: recurrent state reset in modular_qwen3_5 vs possible host sync from CUDA-tensor conditional." + "reason": "Qwen3 recurrent-state reset bug vs a potential CUDA host-sync in loss computation." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue is unrelated to image_utils import removal." + "reason": "Python version compatibility issue vs missing import from image_utils." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Phi4MultimodalConfig default initialization bug is unrelated to VideoPrism hidden_states misassignment." + "reason": "Config default initialization bug vs output tensor field mismatch; not the same bug." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang vs token embedding resize/post_init reinitialization are different bugs." + "reason": "Sentence-Transformers loading hang and token-embedding reinit are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior regressions, but one is clean_up_tokenization_spaces in v5 and the other is add_special_tokens BOS/EOS behavior for mdeberta." + "reason": "Both are tokenizer regressions, but they affect different behaviors and model paths." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Pytest-xdist race and removed Sam3LiteText auto_mappings references are unrelated." + "reason": "xdist captured_info.txt race vs stale auto_mappings references; different CI failures." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Extras-install backend issue is not the same as leftover dummy class cleanup." + "reason": "Dependency/backend installation issue vs dummy class cleanup problem." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Different tokenizer issues: special-token addition regression vs thread-safety regression." + "reason": "Specific tokenizer special-token behavior vs general fast-tokenizer thread safety; different underlying issues." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are distinct." + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same code path." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Same broad Qwen/deepspeed area, but one is a VRAM leak in dataloader threads and the other is a long-context performance regression." + "reason": "VRAM leak in dataloader threads vs long-context FA2 performance regression." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/NER crash is not the same as fast tokenizer thread-safety regression." + "reason": "LayoutLMv2 tokenizer crash vs tokenizer thread-safety regression; unrelated." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Removed config references in auto_mappings and a huggingface_hub CLI completion error are unrelated." + "reason": "Gemma4 attention-mask construction vs pipeline partial-batch handling; different bugs." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "Gemma4 attention-mask bug and MaskGenerationPipeline final-batch bug are different code paths." + "reason": "Auto-mapping stale config references vs huggingface_hub CLI attribute mismatch." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and different model families." + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces vs wrong token IDs for Granite models." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading issue in v5 is separate from mdeberta special-token regression." + "reason": "Generic tokenizer loading issue vs mdeberta special-token regression; not the same failure." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different models and failures: multimodal config init vs Whisper timestamp decode crash." + "reason": "Multimodal config initialization bug vs Whisper timestamp decode crash." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter mismatch are not the same bug." + "reason": "Notebook syntax error vs documentation parameter mismatch; unrelated." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are documentation problems, but they concern different examples and different failure modes." + "reason": "Both are docs-related, but they are different examples, models, and failure modes." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but caused by different missing symbols in different packages." + "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL class export; unrelated." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they are different model-specific bugs." + "reason": "Both are tokenizer regressions, but the reported behaviors and model families differ." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only clearly supported duplicate is issue:42673 / issue:43704, which have identical titles and matching VRAM-leak reports. The remaining pairs are reasonably treated as related but distinct bugs." + "feedback": "The assessment is grounded in the packet: #42673 and #43704 have the exact same title and clearly match as duplicate reports, with #42673 having more body detail and discussion. The remaining soft-edge rejections stay conservative and do not overclaim duplication from loose thematic similarity." }, "evaluator_used": true, "retried": false, @@ -15037,214 +15027,214 @@ "issue:41628|issue:42757", "issue:44297|issue:45310" ], - "prepared_review_unit_hash": "7f8a2cbb600a07f43a3287e2bc603679c4c48d2e52b1da38a91363bcf5f550d2", + "prepared_review_unit_hash": "93ed9fd9c00525ad2a8d249ecbd4d76d1c8cc5ed751f2412e6ec7ea5077be6b9", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36579, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "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 proposed soft pairs are mostly false positives: they share only broad subsystem themes (tokenizers, multimodal models, imports, save/load, etc.) but describe different concrete bugs and code paths. No pull requests were provided. The clearest representative issue is the offline-mode tokenizer regression in issue 44843.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44843 is the most concrete, actionable bug report: it names a specific failing code path (_patch_mistral_regex / model_info()) and a clear regression condition (HF_HUB_OFFLINE).", + "summary": "This cluster is heterogeneous: most items are unrelated Transformer bugs, regressions, or docs issues with only superficial similarity around imports/tokenizers/multimodal code. There is no strong duplicate set, so any canonical choice is only a loose representative.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue clearly represents a duplicate group. If one issue must anchor the cluster, issue:44843 is the best representative because it is a concrete, user-visible v5 tokenizer regression with a clear failure mode and discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest standalone representative because it is narrowly scoped, reproducible, and tied to a specific fixable path.", + "best_issue_reason": "Issue:44843 is the strongest standalone representative: it is specific, reproducible, and broadly impactful within tokenizer loading/regression behavior. It is still not a duplicate of the other issues in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Different bug classes: config initialization with None vs ModelOutput key assignment behavior." + "reason": "Different bugs in different areas: multimodal config default initialization vs ModelOutput key assignment." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Unrelated problems: Flash Attention support in a model vs MLFlow reporting on training failure." + "reason": "Flash Attention 2 support for XLM-R is unrelated to MLflow reporting after failed training." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "Both mention runtime behavior, but one is a VRAM leak and the other is tokenizer thread safety; different code paths." + "reason": "Qwen3 VRAM leak in multithreaded dataloaders is not the same as tokenizer thread-safety regression." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline tokenizer patching bug vs Rust tokenizer thread-safety regression; not the same issue." + "reason": "Offline tokenizer loading / mistral regex patch is a different bug from fast tokenizer thread safety." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow reporting failure is unrelated to a model-loading regression for Llama 3.2 Vision." + "reason": "Training-job MLflow reporting and Llama 3.2 Vision model loading are unrelated failures." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different multimodal loading failures in different model families and different root causes." + "reason": "Missing image patch count method and remote-code checkpoint meta-init incompatibility are different multimodal breakages." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "One is tokenization cleanup behavior, the other is processor/tokenizer access and image passing; not the same bug." + "reason": "Tokenizer cleanup-space behavior change is unrelated to processor.tokenizer / image-passing regression." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Buffer read/access issue vs optimizer stepping twice under deepspeed; unrelated." + "reason": "Reading position_ids after buffer registration is unrelated to double optimizer steps under deepspeed." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different model-specific multimodal bugs, one broken vitpose models and one missing default mm_token_type_ids." + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are separate model-specific issues." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache tensor indexing crash vs docstring/annotations crash in auto_docstring; unrelated." + "reason": "Serve KV-cache tensor indexing crash is unrelated to auto_docstring future-annotations AttributeError." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths." + "reason": "Both involve tokenizer regressions, but the concrete failures differ: cleanup spacing vs codec handling / warning behavior." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLFlow job status reporting vs embedding resizing/post_init reinitialization; unrelated." + "reason": "MLflow reporting after failed training is unrelated to embedding resize / post_init reinitialization." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Different import/dependency failures: missing transformers.onnx module vs missing PyTorch backend." + "reason": "Missing transformers.onnx module and missing PyTorch import are different dependency/import problems." }, { "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." + "reason": "FP8 MoE save_pretrained and tokenizer_class mismatch in tokenizer_config.json are distinct save_pretrained bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "An optimizer bug vs a documentation typo; not the same issue." + "reason": "Ignored SGD optimizer args is not the same as a documentation parameter-name mismatch." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts with different failure modes; both are script issues but not the same bug." + "reason": "Different example-script failures: empty multi-label results vs local dataset loading." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unreleased dependency bump vs leftover dummy classes leaking into API surface; unrelated." + "reason": "Unreleased MIN_PEFT_VERSION is unrelated to leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch vs optimizer stepping twice; no overlap in underlying bug." + "reason": "Tokenizer save_pretrained metadata bug is unrelated to deepspeed causing optimizer.step to run twice." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression vs missing processor save files; different areas and symptoms." + "reason": "FineGrainedFP8 accuracy issues and processor.save_pretrained missing files are different bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both touch imports, but one is a missing symbol in image_utils and the other is dummy class cleanup." + "reason": "Missing image_utils import and dummy_pt_objects leftovers are both import-surface issues, but not the same underlying defect." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different attention-related issues: model output discrepancy vs registered function behavior change." + "reason": "Pegasus v4/v5 output differences are unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but they concern different object types and failure modes." + "reason": "Both mention save_pretrained, but one is FP8 model saving and the other is processor file persistence." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Same model family, but one is a tied-weights warning bug and the other is missing tensor-parallel plan support." + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3_5Moe." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Different initialization problems in different subsystems; not the same underlying defect." + "reason": "Multimodal config None-handling and non-persistent buffer junk are different initialization bugs." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is from_pretrained loading in v5." + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading regression in v5 are separate tokenizer bugs." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Completely unrelated: category count runtime error vs attention registration behavior." + "reason": "Category-count runtime limit and AttentionInterface.register behavior are unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring issue is not the same as a RoPE implementation bug." + "reason": "Docstring typo for position_ids is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Different numeric/attention topics with no clear shared code path." + "reason": "DSA indexer missing ReLU and Minimax attention numerical mismatch are different implementation issues." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages." + "reason": "Cannot import AutoImageProcessor and cannot import is_offline_mode are different missing-symbol issues." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained regression; different bugs." + "reason": "Tokenizer save_pretrained mismatch is unrelated to Qwen3.5 Moe from_pretrained errors." } ] }, @@ -15319,21 +15309,21 @@ ], "soft_pairs": [ "issue:45071|issue:46082", - "issue:43504|issue:47059", "issue:43723|issue:44977", + "issue:43504|issue:47059", "issue:44222|issue:44484", "issue:43122|issue:46209", "issue:46614|issue:46932", "issue:44263|issue:45092", "issue:44295|issue:44623", "issue:46209|issue:46431", - "issue:43232|issue:46424", "issue:44263|issue:44373", + "issue:43232|issue:46424", "issue:43232|issue:45834", "issue:30990|issue:38175", "issue:44190|issue:46082", - "issue:46369|issue:46909", "issue:43475|issue:46305", + "issue:46369|issue:46909", "issue:44263|issue:44360", "issue:46305|issue:46655", "issue:42831|issue:45310", @@ -15343,213 +15333,213 @@ "issue:44279|issue:46328", "issue:42831|issue:44038", "issue:44261|issue:45092", - "issue:44829|issue:46002", "issue:41628|issue:43824", - "issue:44964|issue:47059", - "issue:43408|issue:46402" + "issue:44829|issue:46002", + "issue:43408|issue:46402", + "issue:44964|issue:47059" ], - "prepared_review_unit_hash": "6fa6f6ec58c2c7b3589454dd38a29f83ded6a9f3202f730e3f6f242da05e0b4a", + "prepared_review_unit_hash": "20d8e627547cfb5a82ec960f3acf8cb67ebd0ca0abac882db568ce48c6d24ef9", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36018, - "estimated_input_tokens": 9005, - "estimated_eval_tokens": 18266 + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster of largely unrelated Transformers issues; the soft edges are mostly topical overlaps, not true duplicates. None of the candidate pairs look mergeable as the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45092 is the clearest self-contained regression report with a specific version boundary and concrete failure mode, making it a good anchor for the cluster.", + "summary": "The cluster is a broad mix of unrelated Transformers issues rather than a tight duplicate set. The soft pairs mostly share only subsystem-level similarity (v5 regressions, save/load, multimodal, quantization) but not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items cover distinct failures across imports, tokenization, generation, quantization, save/load, and model-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the most broadly user-impacting standalone issue, describing a direct model-load failure on a named checkpoint with a clear repro.", + "best_issue_reason": "If one issue must be chosen as the clearest representative, #45092 is the most concrete and well-scoped regression report, but it is not a duplicate hub for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both are config-related regressions, but one is a broad type-checking break and the other is a Llama head_dim validation issue; different code paths." + "reason": "Both involve config/model validation in v5, but one is a general PretrainedConfig type-checking break and the other is a LlamaConfig head_dim constraint." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Legacy model-field loading and a CLI completion error from huggingface_hub are unrelated failures." + "reason": "One is a tokenizer loading/import issue; the other is a generation problem with Qwen3.5 flash-attention. Different failures and code paths." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:43504", + "right": "issue:47059", "accept": false, - "reason": "Tokenizer import/loading in v5 and Qwen3.5 flash-attention generation problems affect different subsystems and symptoms." + "reason": "BEiT legacy-field loading bug vs a CLI compatibility break with huggingface_hub. Same ecosystem, different bug." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE saving failure and the other is a shard-size policy question." + "reason": "Both touch save_pretrained, but one is FP8 MoE persistence and the other is shard-size default behavior. Not the same bug." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer behavior changes and FP8 inference on B200 are different problems with no shared code-path evidence." + "reason": "Tokenizer behavior regression vs FP8 inference failure on B200. No shared underlying defect." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "A stale phonemizer backend bug and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer split behavior and InternVL2 meta-init compatibility are different components and failure modes." + "reason": "GlmMoeDsaIndexer split semantics and remote-code meta-init incompatibility are unrelated issues." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position-id buffer access and processor.save_pretrained missing files are not the same bug." + "reason": "Position_ids buffer access bug vs processor.save_pretrained missing files. Different components and symptoms." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template support are unrelated runtime issues." + "reason": "FP8 inference on B200 is unrelated to missing chat template handling in processors." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Generation kwargs after sync_gpus and cache max length handling concern different generation internals." + "reason": "One is a runtime indexing bug; the other is a docstring issue for position_ids." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "A DSA indexer split bug and a wrong docstring for position_ids are not the same underlying issue." + "reason": "Generation kwargs update after sync_gpus and cache max length handling are separate generation/cache concerns." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs handling and Kosmos2.5 OCR long-input indexing are distinct bugs." + "reason": "Generation state update bug vs Kosmos2.5 long-OCR index error; different pathways." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-transformers loading stall and siglip2 zero probabilities are unrelated model/runtime problems." + "reason": "Stuck loading Sentence Transformers is not the same as zero probabilities in siglip2 classification." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script and a LlamaConfig validation error do not share the same code path." + "reason": "Local dataset loading in a training script is unrelated to a LlamaConfig head_dim validation issue." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "SAM3 memory overflow and a broken DIA documentation example are unrelated." + "reason": "SAM3 output attribute error vs MoonshineStreaming window off-by-one; different models and bugs." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Missing SAM3 vision encoder attribute and a MoonshineStreaming window-mask off-by-one are different model implementations." + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both touch DSA indexer code, but one is about split return values and the other about a missing ReLU; not the same bug." + "reason": "Both mention DSA indexer, but one is about torch.split return values and the other about a missing ReLU. Not the same bug." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "MoonshineStreaming masking off-by-one and SmolVLM video padding are separate sequence-processing bugs." + "reason": "MoonshineStreaming mask off-by-one and SmolVLM video padding are different sequence-processing bugs." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained errors are different FP8-adjacent issues." + "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "An import failure for transformers.onnx and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Missing transformers.onnx module import and XLMRoberta Flash Attention 2 are unrelated issues." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized model save failure and sinq quantized model save/load breakage are both quantization-related but not the same concrete bug." + "reason": "Both concern save/load of quantized models, but they involve different quantization schemes and failure modes." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta initialization incompatibility and Qwen3.5 visual-encoder key persistence are different regressions." + "reason": "Remote-code checkpoint meta-init incompatibility and incorrect visual encoder keys on save_pretrained are different Qwen/InternVL bugs." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A general dependency issue and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "General dependency issue vs SequenceFeatureExtractor.pad performance regression; no shared underlying defect." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3-VL-Moe v5 bugs do not match on symptom or code path." + "reason": "FP8 accuracy regressions and Qwen3-VL-Moe loading problems are distinct issues." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA q_a_layernorm precision error from missing rms_norm_eps is unrelated to meta-init incompatibility." - }, - { - "left": "issue:44829", - "right": "issue:46002", - "accept": false, - "reason": "Flash Attention 3 causing degenerate training and NaNs in classification heads are different training failures." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a model math/config bug, not a remote-code meta-init incompatibility." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration imports are separate export issues." + "reason": "Two separate import errors for different exported symbols and model classes; not a single bug." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Model loading failure for Phi-4-multimodal-instruct and a CLI break from huggingface_hub are unrelated." + "reason": "Flash-attention-3 degenerate training is unrelated to NaNs in classification heads during checkout/init." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "A sam3_video-to-sam3_tracker type warning and SAM3 text-encoder weight loading failure are different SAM3 issues." + "reason": "sam3_video vs sam3_tracker type warning is different from missing Sam3Model text encoder weights." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4-multimodal load regression and CLI failure with huggingface_hub are unrelated." } ] }, @@ -15627,8 +15617,8 @@ "issue:39379|issue:46172", "issue:44483|issue:45406", "issue:42831|issue:45753", - "issue:43644|issue:46305", "issue:22355|issue:28218", + "issue:43644|issue:46305", "issue:44327|issue:47059", "issue:44188|issue:44373", "issue:39401|issue:44568", @@ -15648,206 +15638,206 @@ "issue:43576|issue:43784", "issue:42907|issue:44964", "issue:43976|issue:44945", - "issue:42371|issue:44263", "issue:41628|issue:45278", + "issue:42371|issue:44263", "issue:44117|issue:44704" ], - "prepared_review_unit_hash": "20f86c2c2aee0d33ee99879b42c5e17e67fd0d1220560dd850888b2f6cd9870a", + "prepared_review_unit_hash": "7d7ab21305494615f81c8b96a8fe3895363835427901a8dd525b6bcf5f9bbb83", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35495, - "estimated_input_tokens": 8874, - "estimated_eval_tokens": 18004 + "serialized_chars": 35500, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster; it contains many unrelated Transformers issues (tokenization, imports, video/multimodal bugs, generation, CLI, quantization, docs). All soft-similarity pairs are false positives: they share broad subsystem vocabulary at most, but not the same concrete failure mode or code path.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These items are mostly a loose mix of tokenizer, loading, multimodal, and runtime-regression issues. The soft edges are only superficial title similarity; none look like the same concrete bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenizer-regression report in the set: it describes a version-to-version tokenization change for the same tokenizer, with discussion and inbound references, whereas most others are narrower or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43122 is the best overall issue to anchor this cluster because it is a clear, user-visible regression in a core tokenizer path and is more central than model-specific or one-off loading/runtime reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different models and bugs: qwen2.5-vl vision_position_ids vs MoonshineStreaming mask off-by-one in a separate streaming path." + "reason": "Both mention masking/positioning, but they are different models and different code paths; not the same off-by-one bug." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Both are model math bugs, but they affect unrelated architectures and code paths; no shared underlying defect." + "reason": "Different failures: mllama mask handling vs deepseek-v4 transpose/dtype logic." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "API request rejection in /v1/chat/completions is unrelated to a Gemma4Processor attribute crash in transformers serve." + "reason": "One is a chat-completions request validation issue; the other is a serve-time processor attribute crash." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy degradation and Qwen3_5 infinite loop on one image are distinct failure modes." + "reason": "Quantization accuracy regression and image-specific infinite loop are different bug classes and likely different fixes." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to the streaming sliding-window mask off-by-one." + "reason": "Import failure for transformers.onnx is unrelated to tokenizer added-token spacing." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Import error for transformers.onnx and tokenizer spacing regression are different components and bugs." + "reason": "Non-persistent buffer junk on v5 and streaming window mask off-by-one are unrelated." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans top_k crash is unrelated to a CLI completion attribute error from huggingface_hub." + "reason": "QA top-k bounds crash and CLI completion attribute crash are separate subsystems and code paths." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention-kernel divergence is a runtime correctness bug; wrong position_ids docstring is documentation only." + "reason": "Runtime attention-kernel divergence is unrelated to a docstring issue." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer issues, but one is offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta-v3-base." + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different concrete behavior." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A single missing huggingface_hub symbol is not the same concrete bug as broad import errors after a version update." + "reason": "Specific missing import from huggingface_hub is not the same as a broad set of import errors after upgrade." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Wrong sam3_video/sam3_tracker model type warning is unrelated to memory overflow in sam3-litetext." + "reason": "Model-type warning on SAM3 tracker versus memory overflow on sam3-litetext are different problems." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading failure and quantized model saving failure are separate lifecycle paths." + "reason": "Offline tokenizer cache loading and quantized model saving are different flows." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different tokenizer/loading regressions." + "reason": "Offline cache loading bug is unrelated to wrong tokenizer decoder type in v5." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging during load." + "reason": "Flash Attention 2 support for XLMRoberta and Sentence Transformers loading hangs are not the same bug." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral is not the same bug as changed tokenization behavior across the v4.57.3\u2192v5 transition." + "reason": "Both involve tokenization, but one is BPE-marker handling for a specific model and the other is a broader version regression; not the same concrete defect." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs propagation after sync_gpus is unrelated to D-FINE auxiliary-loss handling." + "reason": "Generation kwargs update after sync_gpus and missing auxiliary losses in D-FINE are unrelated." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "A multimodal video position_ids bug is unrelated to a broken DIA documentation example." + "reason": "A video-input position-id bug and a broken documentation example are different issue types." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and a DIA docs example failure are different categories entirely." + "reason": "Qwen3OmniMoe video ValueError is unrelated to a DIA docs example." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model init breakage in Transformers 5.0.0 is unrelated to NaNs in classification heads after checkout/init." + "reason": "Custom model initialization breakage and NaNs in classification heads may both involve init, but they are not the same code-path bug." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and incorrect pipeline-parallel LLM output are different problems." + "reason": "Quantized model saving failure and pipeline-parallelism output corruption are unrelated." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "A buffer access error for position_ids and tokenizer_class mismatch on save_pretrained do not share a concrete root cause." + "reason": "Buffer access on position_ids and tokenizer_class metadata mismatch are separate tokenizer/model-state issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both mention loading, but one is a Sentence Transformers hang and the other is a MacOS bus error with a CLIP model." + "reason": "Loading hang for Sentence Transformers and a MacOS bus error in CLIP are distinct failures." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command and a sentence-transformers import NameError are separate failures." + "reason": "Broken CLI command and sentence-transformers import NameError are different surfaces and fixes." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Quantized model saving failure is not the same as failing to load Phi-4 multimodal instruct." + "reason": "Saving dequantized models and loading Phi-4 multimodal are not the same bug." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression is unrelated to pipeline parallelism output correctness." + "reason": "Python-version compatibility regression and pipeline-parallel output issue are unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." + "reason": "A specific AutoImageProcessor import failure is not the same as a broad import regression after upgrade." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Missing AutoImageProcessor import is one symbol-level break; the other is a broader set of import errors after upgrade." + "reason": "TF32 settings guidance and torch.split return values in a MoE indexer are unrelated." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None-handling and AutoProcessor kwargs forwarding are different code paths and bugs." + "reason": "Both are from_pretrained/load-path bugs, but they involve different failure points and different fixes." } ] }, @@ -15921,9 +15911,9 @@ ], "soft_pairs": [ "issue:43756|issue:44060", + "issue:43784|issue:45600", "issue:43329|issue:47059", "issue:42907|issue:43937", - "issue:43784|issue:45600", "issue:39401|issue:44488", "issue:39401|issue:44521", "issue:44625|issue:44829", @@ -15935,8 +15925,8 @@ "issue:44038|issue:44297", "issue:43122|issue:44521", "issue:22355|issue:29159", - "issue:44038|issue:44295", "issue:42907|issue:43452", + "issue:44038|issue:44295", "issue:44038|issue:44222", "issue:45216|issue:45478", "issue:43824|issue:44351", @@ -15950,20 +15940,20 @@ "issue:42175|issue:44938", "issue:39379|issue:43232" ], - "prepared_review_unit_hash": "ad7a75905f968e5478e482318a5811ce8ce0fc76ccc193ec40ee4acc8072cf38", + "prepared_review_unit_hash": "f3c0a8b19beeb575d61495f12bfc831155a090220b6a37d56f26fa4aacab7af3", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35682, + "serialized_chars": 35684, "estimated_input_tokens": 8921, "estimated_eval_tokens": 18098 }, @@ -15972,186 +15962,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form one duplicate cluster; the proposed pairs are mostly superficial overlaps across unrelated tokenizer, model-specific, import, and backend bugs.", - "confidence": 0.24, - "canonical_issue_reason": "If forced to choose one issue as the cluster representative, issue 43122 is the broadest regression-style report and is the closest fit to the tokenizer-related soft edges.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem names (tokenizers, save/load, multimodal, imports) but not the same concrete failure mode. I would not merge any of the soft pairs. The strongest standalone issue in the set is the active multimodal chat-template bug (#44521).", + "confidence": 0.88, + "canonical_issue_reason": "#44521 is the most active open issue with multiple inbound references and a concrete, reproducible bug in a core user-facing path (apply_chat_template for multimodal inputs).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the most generally phrased and broadly reusable as a representative of the tokenizer regression subgroup, even though the overall set is too heterogeneous to be a true duplicate cluster.", + "best_issue_reason": "#44521 is the clearest current tracking issue: active discussion, external references, and a well-scoped failure mode that is likely to attract related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different models and different failure modes: RoPE layer dropping vs a tied-weights warning in Qwen3-Next." + "reason": "Different bugs: Smollm3 RoPE-layer selection vs Qwen3-Next tied-weights warning; no shared code path." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "One is an nn import error in sentence-transformers integration; the other is auto_mappings referencing removed SAM3 configs in CI." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Unrelated subsystems: multimodal token counting bug vs a CLI incompatibility with huggingface_hub 1.22.0." + "reason": "Multimodal token-count helper bug vs CLI completion breakage from huggingface_hub; unrelated failure surfaces." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Different code paths and symptoms: dequantized model saving vs invalid GenerationConfig for GLM-5." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Import NameError in sentence-transformers integration is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Dequantized model save failure vs invalid GenerationConfig for GLM-5; different model paths and symptoms." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset_mapping bug for Qwen3 is unrelated to loading cjvt/sleng-bert." + "reason": "Qwen3 tokenizer offset_mapping bug vs loading cjvt/sleng-bert failing; both tokenizer-related but not the same issue." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer-adjacent, but one is offset mapping and the other is assistant mask generation for multimodal chat templates." + "reason": "Offset mapping correctness and assistant-mask generation are separate tokenizer/template bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different problems: num_labels propagation in Qwen3.5 config vs degenerate training with flash_attention_3." + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Both are numerical-accuracy topics, but the specific models, implementations, and code paths differ." + "reason": "Deepseek-v4 dtype/transpose bug and Minimax attention numerical mismatch are different models and code paths." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation choice is unrelated to GLM-5 RoPE implementation." + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor cached_file kwargs plumbing is unrelated to chat template crashes on tool-call assistant messages." + "reason": "cached_file kwargs passthrough in AutoProcessor is unrelated to chat-template crashes with tool calls." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenization behavior, but one is a broad version regression and the other is a mistral_common continue_final_message bug." + "reason": "Both involve tokenization, but one is a cross-version regression while the other is a mistral_common continue_final_message bug." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same product family, but different bugs: model-type warning vs missing Sam3VisionEncoderOutput attribute." + "reason": "SAM3 tracker/model-type warning vs missing fpn_position_embeddings in SAM3 vision output; distinct bugs." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe import/behavior issue is unrelated to tokenizer_config.json saving mismatch." + "reason": "Qwen3-VL-Moe load/regression issue vs tokenizer.save_pretrained writing the wrong tokenizer_class; different functionality." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different tokenizer regressions: version-to-version tokenization drift vs multimodal assistant mask zeros." + "reason": "General tokenization regression vs multimodal assistant-mask handling; not the same concrete defect." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer read error." + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are different load/save issues." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Saving dequantized models is unrelated to gguf_file breaking from_pretrained flows." + "reason": "Qwen3-VL-Moe bug and position_ids buffer access bug do not share the same path." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different failures in different flows: Qwen3-VL-Moe regression vs FP8 save_pretrained for moe models." + "reason": "Both mention MOE/save_pretrained, but one is a load/regression bug and the other is FP8 save_pretrained behavior; too different to merge." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Related model family, but save_pretrained checkpoint corruption and from_pretrained loading error are distinct issues." + "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained regression while the other is from_pretrained failure." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Both are import errors, but they concern different missing exports (Qwen2.5 VL class vs HybridCache) and likely different fixes." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "A classification example returning empty results is unrelated to mm_token_type_ids defaults for Gemma 4 text-only fine-tuning." + "reason": "Empty multi-label outputs in an example script vs Gemma 4 mm_token_type_ids defaults for text-only fine-tuning are unrelated." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenizer implementations." + "reason": "Two tokenizer regressions, but on different models and behaviors; not the same underlying bug." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer backend state are unrelated." + "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer language state are separate tokenizer subsystems." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Separate import errors from different packages/modules; not the same underlying bug." + "reason": "Different missing imports from different packages; no shared underlying change." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training and multi-label example-script output are unrelated." + "reason": "Tensor-parallel training bug is unrelated to the classification example returning empty results." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No module transformers.onnx and a LayoutLMv3 error-message issue are unrelated." + "reason": "Module import failure and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different distributed-training problems: dtype change in evaluation vs incorrect output under pipeline parallelism." + "reason": "Embedding dtype drift between train/eval and incorrect pipeline-parallel LLM output are different failure modes." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend packaging/install issue is unrelated to Python 3.14 import/load failure." + "reason": "Package/backend dependency inclusion and Python 3.14 loading failure are unrelated." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama multimodal token mask logic and generation kwargs after sync_gpus are different code paths." + "reason": "mllama multimodal token-mask logic and generation kwargs syncing after sync_gpus are separate code paths." } ] }, @@ -16228,24 +16218,24 @@ "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", - "issue:43937|issue:44485", "issue:42898|issue:46614", + "issue:43937|issue:44485", "issue:38617|issue:45278", "issue:43976|issue:45446", "issue:43611|issue:46002", "issue:44038|issue:45478", "issue:43066|issue:44779", "issue:42673|issue:45072", - "issue:44355|issue:46231", "issue:45357|issue:45478", + "issue:44355|issue:46231", "issue:44625|issue:46002", "issue:43116|issue:43493", "issue:45083|issue:45446", "issue:44610|issue:46909", - "issue:42371|issue:43874", "issue:44075|issue:44936", - "issue:43618|issue:46829", + "issue:42371|issue:43874", "issue:46726|issue:46981", + "issue:43618|issue:46829", "issue:46328|issue:47116", "issue:43992|issue:44704", "issue:28348|issue:46640", @@ -16255,208 +16245,208 @@ "issue:43827|issue:45446", "issue:44995|issue:46697" ], - "prepared_review_unit_hash": "c375c7d9be3d269e74361919ba9010723281038c5751cd987dd12a30dd128e45", + "prepared_review_unit_hash": "3fa338ccb1de8335a1a2e52bba424a6aaca5e681dcfa454cdcbe34cdc4460bad", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36090, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "serialized_chars": 36084, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct bugs/regressions across different models, tokenizers, processors, and docs. The soft pairs share broad themes (v5 regressions, tokenizer issues, AutoProcessor issues), but they do not look like the same concrete underlying defect.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after an upgrade), so it best represents the cluster as a general regression issue rather than a narrow model-specific bug.", + "summary": "This set is mostly a grab-bag of unrelated issues, with a loose common thread around Transformers v5 regressions and tokenizer/model breakages. No PRs are present, and none of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for version-wide v5 import/API breakage reports, so it best represents the shared regression theme among the few somewhat related issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative high-level issue among the candidates because it captures a wider class of failures; the rest are mostly isolated, specific regressions or documentation problems.", + "best_issue_reason": "issue:45278 is the most representative because it captures the widest user-facing impact and can subsume narrower import-error reports better than model-specific or docs-only issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and different failure modes: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + "reason": "Both are Qwen/SigLIP multimodal complaints, but one is a SigLIP2 output discrepancy and the other is an infinite loop on a specific image; different failure modes and code paths." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Unrelated bugs: attention-kernel divergence under torch.compile vs a padding performance issue in SequenceFeatureExtractor.pad." + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad's numpy/list conversion slowdown." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "One is a documentation parameter-name mismatch; the other is import-time stdout noise from auto_docstring." + "reason": "One is a docs parameter name typo in set_training(), the other is import-time docstring lint logging; not the same bug." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different concrete code paths." + "reason": "clean_up_tokenization_spaces v5 behavior changes and a stale espeak backend in phonemize are different tokenizer/phonemizer state issues." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 is unrelated to Wav2Vec2 phonemizer language state leakage." + "reason": "Both mention GLM-5, but one is invalid GenerationConfig validation and the other is a RoPE implementation discussion; different concrete problems." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "The second is a broad import-error umbrella, but the first is one specific missing-symbol ImportError; not enough to treat as the same bug." + "reason": "45278 is a broad umbrella for many import errors, but 38617 is a specific missing symbol ImportError; too broad to treat as the same underlying bug." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "A Python-version compatibility break is not the same as an incorrect PyTorch version guard for a flex_attention import." + "reason": "A Python version-compatibility issue and an incorrect PyTorch version check for AuxRequest import are different import-time regressions." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model-loading via base_model_prefix and NaNs in classification heads are different failures with no shared code-path evidence." + "reason": "Model loading via base_model_prefix and NaNs in classification heads are unrelated failure modes." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Related Qwen3.5/Moe area, but one is a general transformers/Qwen3-VL-Moe issue and the other is a from_pretrained error in a different model path." + "reason": "Different Qwen model families and different from_pretrained failures; not the same concrete code-path bug." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is specifically about decoder type and the other is a DeepSeek tokenization incorrect-results report; not clearly the same defect." + "reason": "Both are tokenizer regressions, but they affect different models and likely different decoder/tokenization logic." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "A VRAM leak in multi-threaded dataloader use is unrelated to dtype mismatches in bfloat16 inference." + "reason": "A VRAM leak in multi-threaded dataloaders is unrelated to bfloat16 dtype mismatches in inference." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Compiled Python file errors and a docs parameter-name typo are unrelated." + "reason": "save_pretrained saving wrong visual encoder keys and from_pretrained failing are related to the same model family, but they are different read/write paths and not the same bug." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Both concern Qwen3.5 save/load regressions, but one is save_pretrained key corruption and the other is a from_pretrained error; different directions and likely different fixes." + "reason": "Compiled Python file errors and a documentation parameter mismatch are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "A config propagation bug for num_labels is separate from NaNs in classification heads." + "reason": "A Qwen3.5 config propagation bug and NaNs in classification heads are different issues in different subsystems." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label output handling is unrelated to a SigLIP2 implementation discrepancy." + "reason": "An example script returning empty multi-label results is unrelated to a SigLIP2 implementation discrepancy." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A feature-length helper behaving unexpectedly in qwen3_omni_moe is not the same as an import version-check bug in flex_attention." + "reason": "A feature-extraction length helper behaving unexpectedly and an AuxRequest import version check are different bugs." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor input-size mismatch and a broken documentation example are not the same underlying bug." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API guidance and a missing image-patch-count method in GLM46VImageProcessorFast are unrelated." + "reason": "An image processor size mismatch and a broken DIA documentation example are not the same underlying problem." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD argument handling and trainer.evaluate() failing after train() are different trainer/optimizer issues." + "reason": "SGD argument handling and trainer.evaluate() failing after train() are separate training-loop issues." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Both are output-object assignment bugs, but they affect different model families and different fields; no concrete shared code-path." + "reason": "TF32 API-setting guidance and a missing image-patch method in GLM46V are unrelated." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "AutoProcessor backend-missing messaging is unrelated to repeated HTTP 429 retries in from_pretrained." + "reason": "AutoProcessor missing-vision-backend handling and HF_ENDPOINT 429 retry behavior involve different failure paths in from_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field assignment bugs, but CLIP attentions and VideoPrism hidden_states involve different model outputs and tensors." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "A padding performance issue in SequenceFeatureExtractor is unrelated to the streaming pipeline regression." + "reason": "A padding inefficiency in SequenceFeatureExtractor is unrelated to a streaming pipeline regression." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder loading is separate from AutoProcessor not forwarding kwargs to cached_file." + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor not forwarding kwargs to cached_file are different loading bugs." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as a generic flash-attention issue." + "reason": "Flash Attention 2 support for GPT2LMHeadModel is a feature request, while 46640 is a separate Flash Attention 2 issue; not the same bug/change." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "A tokenizer-decoder regression and a DeepSeek accuracy regression are different problems." + "reason": "Tokenizer decoder-type regressions and a DeepSeek accuracy regression are different symptoms and code paths." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label output handling is unrelated to a pipeline() error message about translation tasks." + "reason": "An example-script classification bug and a pipeline() error-message regression are not the same underlying issue." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leakage in threaded use is unrelated to a tokenizer BPE-marker handling bug." + "reason": "VRAM leakage in threaded inference and tokenizer BPE-marker handling are unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() after removals is unrelated to a flex_attention import version check." + "reason": "Docs still referencing pipeline() after removals and an incorrect version check for AuxRequest import are separate issues." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "A stale indexer-cache crash on second forward pass is unrelated to image over-padding in Swin2SR." + "reason": "A stale indexer cache crash on second forward and image over-padding are different model/processor behaviors." } ] }, @@ -16542,18 +16532,18 @@ "issue:44380|issue:46077", "issue:45405|issue:45446", "issue:42222|issue:46752", - "issue:43937|issue:45563", "issue:44117|issue:45588", + "issue:43937|issue:45563", "issue:44291|issue:45071", "issue:39379|issue:46897", "issue:44466|issue:46002", "issue:44410|issue:45310", "issue:39401|issue:44779", "issue:43450|issue:43986", - "issue:44704|issue:47110", "issue:43937|issue:44977", "issue:45071|issue:47059", "issue:45341|issue:46328", + "issue:44704|issue:47110", "issue:44829|issue:45216", "issue:45071|issue:46512", "issue:45341|issue:45561", @@ -16562,214 +16552,220 @@ "issue:42617|issue:45341", "issue:45632|issue:46981" ], - "prepared_review_unit_hash": "ea90c949f9b99b94732a60581c59145a67422362b18c4e10921bc6f6a732185d", + "prepared_review_unit_hash": "b8aac560f3846c2ab12a133bd6e0c57cda0e7d1d37ee39299b65bcb5d4de8b09", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37016, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like the same underlying bug/change; the set is a heterogeneous mix of unrelated tokenizer, loading, attention, training, and testing regressions. I rejected all candidate duplicate links.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45071 is the broadest, clearest regression report in the set, with a concrete v5.4.0 compatibility break and enough scope to serve as a representative anchor.", + "summary": "This cluster is highly heterogeneous: it spans unrelated tokenizer, model-loading, attention, generation, training, and testing-utils bugs. None of the soft pairs look like the same underlying issue, so I would not deduplicate any of them together.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45071 is the strongest standalone issue: it is explicit, versioned, and likely to have the widest impact among these heterogeneous reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Different problems: remote-code/meta-init compatibility versus a numerical attention discrepancy in Minimax MSA." + "reason": "Different models and failure modes: remote-code/meta-init incompatibility vs numerical differences in Minimax attention." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both involve tokenizers, but one is a loading regression and the other is a wrong offset_mapping bug; no same code path." + "reason": "Both involve tokenizers, but one is a loading regression and the other is a wrong offset_mapping bug in Qwen3." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "Unrelated: GlmMoeDsaIndexer torch.split behavior versus Minimax attention numerical differences." + "reason": "Unrelated code paths: GlmMoeDsaIndexer split behavior vs Minimax MSA attention numerics." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Import error for a missing model class is not the same as repeated HTTP 429 retries in AutoProcessor." + "reason": "ImportError for a missing Qwen class is unrelated to AutoProcessor retry behavior on HTTP 429." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is a different failure mode from missing GenerationMixin cache in chunked prefill." + "reason": "Training/FSDP optimizer-state bug is unrelated to GenerationMixin cache handling during chunked prefill." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated." + "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are different bugs." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Different subsystems and bugs: mllama mask handling versus auxiliary-loss normalization in MoE models." + "reason": "Different subsystems and symptoms: mllama mask handling vs auxiliary-loss normalization." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific regressions." + "reason": "Both are model-specific breakages, but the broken vitpose models and Ministral FlashAttention failure are not the same bug." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "Vitpose breakage is unrelated to RTDetrLoss infeasible cost-matrix crashes." + "reason": "Completely different failures: vitpose breakage vs RTDetrLoss infeasible cost matrix." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both touch attention behavior, but one ignores GPT-2 scaling config under SDPA/FlashAttention while the other keeps Gemma4 masks causal." + "reason": "Both concern attention behavior, but GPT2 scaling being ignored and Gemma4 still building causal masks are distinct issues." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Package-version pinning issue versus a PyTorch version-check bug in flex_attention; not the same defect." + "reason": "Package-version requirement mismatch is unrelated to the PyTorch version check bug in flex_attention." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vitpose model loading breakage is unrelated to empty-list chat-template crashes." + "reason": "vitpose model breakage is unrelated to apply_chat_template crashing on an empty list." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "GenerationConfig validation failure is different from a stale warning in paged generate()." + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are separate code paths." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer mapping fallback bug and flash_attention crash on sink-less models are different code paths." + "reason": "GenerationConfig validation failure is not the same as a stale warning about num_return_sequences." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both involve v5-era initialization, but one is an unexpected init_empty_weights arg and the other is PretrainedConfig type-checking." + "reason": "Both touch v5 initialization/config, but init_empty_weights _is_hf_initialized and PretrainedConfig type checking are different bugs." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "mllama mask handling and Florence2 double-shift loss bug are different model-specific training issues." + "reason": "Different models and defects: incorrect mllama mask handling vs Florence2 training-loss double shift." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights depending on device is not the same as NaNs in classification heads after checkout/init." + "reason": "Serialization of tied weights depending on device 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 different issue from Qwen3.5 MoE from_pretrained errors." + "reason": "qwen3next missing projections and Qwen3.5 from_pretrained error are different model-specific failures." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms: Qwen3 offset mapping versus Deepseek incorrect tokenization." + "reason": "Both are tokenizer regressions, but Qwen3 offset_mapping and Deepseek incorrect outputs are not the same underlying bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video-processor shape and AutoProcessor crash without torchvision are distinct problems." + "reason": "Incorrect batched video processor shapes and missing- torchvision load crashes are different issues." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Passing kwargs to cached_file and special_tokens being a list instead of a dict are unrelated bugs." + "reason": "GenerationConfig invalid for GLM-5 is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "GenerationConfig invalidity and Qwen3.5 flash-attention generation failure are different errors." + "reason": "PretrainedConfig type checking and a huggingface_hub CLI compatibility break are unrelated." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A small testing_utils bug is not the same as a numpy/list conversion inefficiency in SequenceFeatureExtractor.pad." + "reason": "A small testing_utils bug is not the same as a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and special_tokens being a list instead of a dict are different bugs." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training with flash_attention_3 and incorrect Qwen3.5 checkpoint serialization are unrelated." + "reason": "FlashAttention-3 training degeneracy and save_pretrained checkpoint serialization are unrelated failures." }, { "left": "issue:45071", - "right": "issue:47059", + "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type-checking regression is unrelated to the huggingface_hub CLI completion API break." + "reason": "PretrainedConfig type-checking breakage is separate from stale config.dtype after from_config(dtype=...)." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing utilities, but one is a minor bug and the other is an xdist file-write race; not the same defect." + "reason": "The generic testing_utils bug does not clearly match the specific xdist race on captured_info.txt." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type mismatch warning for sam3 trackers is unrelated to MobileLLM key errors during loading." + "reason": "Model-type warning for sam3 trackers is unrelated to a key error while loading MobileLLM-125M." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping lookup returning None is a different failure from _patch_mistral_regex crashing on a tokenizer backend attribute." + "reason": "Tokenizer mapping None and Mistral regex patch crashing on backend_tokenizer are different tokenizer-loading bugs." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Cannot run 3d_parallel.py and a testing_utils bug have no shared underlying code path." + "reason": "A script execution problem and a testing_utils bug are unrelated." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Trust-remote-code cache-path collisions are unrelated to repeated 429 retries in AutoProcessor." + "reason": "Cache-path collisions for local trust_remote_code models are unrelated to repeated HTTP 429 retries in AutoProcessor." } ] }, @@ -16865,225 +16861,222 @@ "issue:43673|issue:45341", "issue:43931|issue:44410", "issue:41628|issue:45071", - "issue:44483|issue:45464", "issue:43874|issue:44261", + "issue:44483|issue:45464", "issue:44484|issue:45478", "issue:27957|issue:43352", "issue:44263|issue:46172", "issue:44360|issue:46172" ], - "prepared_review_unit_hash": "5ae8c8f39954fe0db6c274d67c8c8b7629b9741b002faa151e1deda27fa799d1", + "prepared_review_unit_hash": "3559d923e557136bf636b411badcd1ae0beb87d385a5969731ad264fa9755d42", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35145, - "estimated_input_tokens": 8787, - "estimated_eval_tokens": 17830 + "serialized_chars": 35141, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft duplicate looks strong: the two Qwen3.5 streaming chat/completions failures. The rest are same-subsystem or same-family issues at most, but not the same concrete bug/change.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45464 has the fuller repro for the same Qwen3.5 streaming chat/completions regression, making it the best dedupe target in this cluster.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and model-specific bugs. There are no clear duplicate PRs, and none of the soft candidate pairs are strong enough to merge as the same underlying change/bug with the available evidence.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style regression report in the set: \"Many import errors after update from 4.57.0 to 5.5.0\". It best represents the cluster\u2019s import/API breakage theme, even though most other items are narrower and not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45464 is the clearest representative of the only likely duplicate pair and provides the most concrete failure details.", + "best_issue_reason": "issue:45278 is the most general, user-impacting issue among the candidates and is the closest thing to a cluster representative. The other issues are mostly model-specific or narrow symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they fail on different symbols and modules, so they are not the same bug." + "reason": "Both are import errors, but they are for different missing symbols and likely different code paths." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer output regression and noisy logging are unrelated changes/issues." + "reason": "Different tokenization regression vs noisy logging; unrelated problems." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a BACKENDS_MAPPING error are different code paths." + "reason": "VitPose model breakage and a backend mapping error are unrelated." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Wrong offset mappings in a tokenizer and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer offset mapping bug vs FP8 inference on B200; different subsystems and symptoms." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and a documentation parameter-name typo are not the same underlying problem." + "reason": "Strict config loading vs a documentation parameter mismatch; not the same bug." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and an rms_norm_eps precision bug do not describe the same issue." + "reason": "TF32 settings API issue and an MLA numerical precision issue are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation failure and unrecognized model/config loading are distinct bugs." + "reason": "GenerationConfig validation failure vs model loading/config recognition failure; different root causes." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A question about shard size is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Shard-size behavior and Qwen3.5 MoE from_pretrained failure are unrelated." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but they involve different models and different implementation details." + "reason": "Both mention numerical differences, but they concern different models and different attention implementations." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing import and broad post-update import errors are too general to treat as the same bug." + "reason": "A specific missing import from image_utils is not clearly the same bug as a broader upgrade-wide import regression." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior settings and cache FileNotFoundError are unrelated." + "reason": "TF32 API guidance and cache file loading failure are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing projections in qwen3next layer 0 and a Qwen3.5 MoE loading error are different failures." + "reason": "Missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error; different model bugs." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD arguments and a double optimizer step under deepspeed are different optimizer bugs." + "reason": "Unused SGD args and double optimizer stepping under deepspeed are different optimizer issues." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An import error and a feature-specific _torch_extract_fbank_features() issue do not match." + "reason": "ImportError and audio feature extraction failure are unrelated." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split handling bug in an indexer and a RoPE implementation question are not the same code-path issue." + "reason": "A torch.split return-value issue in one component and a RoPE implementation discussion are not the same defect." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder-type regression and tokenization differences across versions are related only broadly, not as one concrete bug." + "reason": "Both are tokenizer regressions around v5, but the titles indicate different symptoms and likely different root causes." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated." + "reason": "xLSTM training blockers and a CohereASR double-shift bug are model-specific and distinct." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "A removed config flag and unexpected position-id keys are different regressions." + "reason": "Removed config option fallout and unexpected position-id keys are different compatibility problems." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "post_init validation and HTTP 429 retry behavior are unrelated." + "reason": "PatchTSMixer post_init policy and AutoProcessor retry behavior are unrelated." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty chat-template handling and streaming pipeline regression are different failure modes." + "reason": "Empty chat-template input crash and streaming pipeline regression are different chat/pipeline bugs." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Chunked-prefill cache handling and a testing_utils bug are unrelated." + "reason": "Chunked prefill cache regression and a testing-utils bug are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and missing qwen3next projections are not the same issue." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading/model-definition issues." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are different regressions." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": true, - "reason": "Both describe the same Qwen3.5 streaming chat/completions failure in v5, with overlapping API context and model behavior." + "reason": "ImportError for AutoImageProcessor and a PreTrainedConfig type-checking break are different API regressions." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "A missing multimodal-token helper and a layernorm epsilon mismatch are different bugs." + "reason": "Missing image-patch counting method and MLA layernorm epsilon precision issue are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic chat/completions request rejection and streaming inference failure on a specific model are not clearly the same defect." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A max_shard_size question and a Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "Shard-size question and Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they concern different models and different support issues." + "reason": "Both mention Flash Attention 2, but they concern different models and opposite support states." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "torch.split return handling and a DeepSeek transpose bug are different low-level tensor issues." + "reason": "torch.split indexing behavior and a transpose/dtype issue in deepseek-v4 are unrelated." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer and a tensor transpose bug are unrelated." + "reason": "Missing ReLU in the DSA indexer and deepseek-v4 tensor transpose logic are different bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair (44483/45464) is plausibly the same chat/completions streaming regression, while the other verdicts correctly avoid overclaiming duplicate status from broad subsystem similarity alone." - }, - "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 }, @@ -17110,7 +17103,6 @@ "issue:43208", "issue:43441", "issue:43452", - "issue:43531", "issue:43577", "issue:43673", "issue:43873", @@ -17147,7 +17139,8 @@ "issue:46752", "issue:46821", "issue:46897", - "issue:46981" + "issue:46981", + "issue:47000" ], "soft_pairs": [ "issue:43012|issue:43577", @@ -17159,7 +17152,7 @@ "issue:45003|issue:45341", "issue:42886|issue:46981", "issue:45753|issue:46369", - "issue:43531|issue:45341", + "issue:45341|issue:47000", "issue:44117|issue:44987", "issue:43874|issue:44263", "issue:43097|issue:45588", @@ -17172,230 +17165,230 @@ "issue:43097|issue:46050", "issue:43064|issue:44315", "issue:43208|issue:46897", - "issue:43986|issue:44484", "issue:46655|issue:46664", - "issue:46298|issue:46752", "issue:44062|issue:44117", + "issue:43986|issue:44484", + "issue:46298|issue:46752", "issue:42890|issue:46298", "issue:38617|issue:44351", "issue:43097|issue:43873", "issue:43012|issue:46821", "issue:44117|issue:46701" ], - "prepared_review_unit_hash": "a94e3d4f96e9cf5dfd315af4cef7f8dfcb270d0d51fd00735d897de44abfc859", + "prepared_review_unit_hash": "b47ac31b405249511305ed9ea0532f18113b8a3ba4673ac2f52ca58a1fe4038e", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36928, - "estimated_input_tokens": 9232, - "estimated_eval_tokens": 18720 + "serialized_chars": 36945, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated Transformers bugs across different model families, import paths, and utilities. None of the soft-edge pairs is convincing enough to treat as the same underlying issue.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43097 is the clearest broad regression report: it is version-specific, describes a concrete user-visible behavior change, and is more representative than the many narrow model-specific failures in the set.", + "summary": "This is a heterogeneous collection of unrelated Transformers bug reports; none of the soft pairs look like the same underlying fix, so all are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated import errors, model-specific regressions, training bugs, and test/utilities issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the best standalone representative because it states a specific API regression with clear scope and likely wider impact.", + "best_issue_reason": "If one issue must anchor the cluster, issue 43873 is the broadest and most active user-facing regression report, but it is still not a duplicate target for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both mention dtype/precision, but one is about a PyTorch warning during compilation and the other is a model loading bug leaving some submodules in float32; different failures and code paths." + "reason": "Different symptoms and code paths: a PyTorch precision warning during compilation versus Blip2 dtype staying float32 on load." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash_attention_3, but one is a Ministral-3 model-specific failure and the other is degenerate training in sequence classification; not the same bug." + "reason": "Both involve attention, but one is a Ministral-3 FlashAttention load failure and the other is degenerate training with flash_attention_3; not the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL related, but one reports a weight-shape mismatch while the other is a broader Qwen3-VL-Moe bug with no matching concrete failure mode." + "reason": "Different Qwen3-VL problems: a specific weight-shape mismatch on load versus a separate Qwen3-VL-Moe bug in Transformers 5.0." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "API removal vs gguf-related loading breakage; unrelated code paths and symptoms." + "reason": "Unrelated issues: a removed tie_embeddings API in v5 versus gguf_file breaking AutoTokenizer/AutoModel loading." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A video-processor dependency crash is unrelated to a small testing_utils bug." + "reason": "Different areas entirely: processor loading without torchvision versus a testing_utils bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model implementations and different defects: missing rms_norm_eps precision handling vs RoPE implementation concerns." + "reason": "Both are GLM-related, but one is about a missing rms_norm_eps config field and the other is RoPE implementation; distinct defects." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "System module access in modeling_utils is unrelated to a testing_utils bug." + "reason": "sys.modules access in modeling_utils is unrelated to a testing_utils bug." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both involve loading/network behavior, but offline cache failure and repeated 429 retries are different transport-path bugs." + "reason": "Both touch network/offline behavior, but one is tokenizer cache loading under HF_HUB_OFFLINE and the other is repeated 429 retries via HF_ENDPOINT." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different models and different failure types: infinite loop on a specific image vs memory overflow." + "reason": "Different failures in different models: infinite looping on a specific image versus memory overflow in sam3-litetext." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:45341", + "right": "issue:47000", "accept": false, - "reason": "A Qwen3-MoE sliding-window issue is unrelated to a testing helper bug." + "reason": "A test utility bug is unrelated to RTDetrLoss producing an infeasible cost matrix." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are loading-related, but the titles point to different defects; there is no evidence they stem from the same underlying change." + "reason": "Tokenizer mapping returning None is not the same as Transformers>=5.1.0 failing on physical-intelligence/fast loading." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both are GLM-family issues, but one is a missing image-processor method and the other is a torch.split return-value problem; distinct code paths." + "reason": "Different GLM code paths: missing image-patch counting method versus torch.split return handling in a different module." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed API and a flash_attention crash on s_aux=None are unrelated." + "reason": "A removed embedding-tie API is unrelated to a flash_attention.py crash on s_aux=None." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache behavior and mask pipeline batching are separate subsystems with different bugs." + "reason": "Both are generation/pipeline regressions, but one is missing cache in chunked_prefill and the other is final-batch handling in MaskGenerationPipeline." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek model generations and different defects; no shared concrete code path." + "reason": "Different DeepSeek bugs: remote/native model divergence versus a dtype/transpose issue in deepseek-v4." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen-family config/model issues, but they affect different fields and different components, so they are not the same bug." + "reason": "Same broad Qwen family, but one is missing projections in qwen3next and the other is a missing deepstack_visual_indexes config field." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe and Qwen3Next have different model internals and different reported failures." + "reason": "Distinct model bugs: a Qwen3-VL-Moe issue versus qwen3next missing attention projections." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols from different modules and likely different upstream changes." + "reason": "Both are ImportError reports, but they reference different missing symbols from different packages." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are import/dependency failures, but they affect different processors and different missing dependencies/symbols." + "reason": "Different dependency/import failures: missing torchvision for AutoProcessor versus missing ReasoningEffort from mistral_common." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "API removal in model loading is unrelated to quantized save/load corruption." + "reason": "A v5 API removal issue is unrelated to quantized save/load corruption after sinq." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Distributed optimizer-state corruption and Liger-kernel application are different training issues with no shared concrete bug." + "reason": "Both are training-stack regressions, but one is FSDP2+PEFT optimizer state corruption and the other is Liger Kernel not being applied with model_init." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Different model families and different training bugs; the similarity is only that both mention training." + "reason": "Different model-specific training bugs: xLSTM small-model training blockers versus Florence2 double-shift training loss." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "A video-model torchvision crash is unrelated to a save_pretrained shard-size question." + "reason": "Same SmolVLM video processor area, but one is a padding-calculation bug and the other is a num_frames semantic inconsistency." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Both are SmolVLM video-processor reports, but one is about padding calculation and the other about num_frames semantics; not the same underlying bug." + "reason": "Tokenizer AddedToken kwarg collisions are unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Noisy logging and an apply_chat_template empty-list crash are unrelated." + "reason": "Processor loading without torchvision has nothing to do with max_shard_size default behavior in save_pretrained()." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading issues." + "reason": "Noisy logging and an empty-list apply_chat_template crash are unrelated." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "An integration-test flake from missing set_seed has nothing to do with logging noise." + "reason": "A flaky SamHQ test due to missing set_seed is unrelated to a logging-message issue." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and different failure points in the package." + "reason": "Different ImportErrors from different symbols and modules; they are not the same missing-export regression." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed API behavior and quantization/offloading behavior are unrelated." + "reason": "A removed API announcement and a quantization offloading regression are different code-path problems." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A precision warning during compilation is unrelated to a window_size AttributeError." + "reason": "A bfloat16 precision warning during compilation is unrelated to TimesFM window_size raising AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping assumptions and a diffusion image-text-to-text pipeline failure are unrelated." + "reason": "Tokenizer mapping None and the DiffusionGemma image-text-to-text pipeline failure are distinct bugs." } ] }, @@ -17439,8 +17432,8 @@ "issue:43976", "issue:43986", "issue:43992", - "issue:44016", "issue:44077", + "issue:44117", "issue:44162", "issue:44222", "issue:44368", @@ -17476,7 +17469,7 @@ "issue:44451|issue:47116", "issue:44380|issue:46421", "issue:44938|issue:46178", - "issue:43986|issue:44016", + "issue:43986|issue:44117", "issue:43064|issue:47116", "issue:42907|issue:45753", "issue:42907|issue:44655", @@ -17484,8 +17477,8 @@ "issue:45712|issue:46298", "issue:43992|issue:44484", "issue:43012|issue:44368", - "issue:43827|issue:47116", "issue:43208|issue:43550", + "issue:43827|issue:47116", "issue:43352|issue:43976", "issue:43352|issue:44380", "issue:43066|issue:43906", @@ -17496,239 +17489,239 @@ "issue:44380|issue:46132", "issue:44162|issue:46172", "issue:44077|issue:46365", - "issue:42890|issue:47059", "issue:44222|issue:45478", + "issue:42890|issue:47059", "issue:42757|issue:43824", "issue:44380|issue:45479", "issue:36683|issue:43582", "issue:43064|issue:44380" ], - "prepared_review_unit_hash": "103d536f9161a6a546fe151d25a73b586c8296e4c45dd7353568246a1fd8a27f", + "prepared_review_unit_hash": "13c3d95df71c9c122136fe821298820772aeb7002c4c7308baf6421a756fbbb2", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37468, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "serialized_chars": 37476, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports across different subsystems. The soft pairs look like lexical similarity false positives rather than the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical duplicate exists across this set; the issues span unrelated failures, regressions, docs, and import errors.", + "summary": "The candidate pairs are mostly superficial topical similarities across unrelated Transformers bugs. I did not find any soft pair that looks like the same underlying issue/change, so all are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:47116 is the closest thing to a broad, still-active regression report, but the set is too heterogeneous for a true canonical duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, #47116 is the broadest current v5 regression report and is open, but it is not a duplicate hub for the rest of the set.", + "best_issue_reason": "issue:47116 is the most general and current issue in the set, with inbound references and a v5 regression framing, but it is not a strong duplicate anchor overall.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different failure modes: a tensor/dtype code-path bug versus an accuracy regression after upgrading Transformers." + "reason": "Different failures: a specific deepseek tensor cast/transpose bug vs an accuracy regression in a different model family." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "One is about unwanted network access with local_files_only, the other about missing embed_tokens weights during model loading." + "reason": "Unrelated code paths: offline file resolution vs missing encoder weights during from_pretrained loading." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwarg forwarding is unrelated to a docstring parser crash caused by future annotations." + "reason": "Different subsystems: AutoProcessor kwarg forwarding vs auto-docstring crashes with postponed annotations." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate() failing after train() is a runtime bug; import failure due to datasets is an environment/import dependency issue." + "reason": "One is a train/evaluate lifecycle bug; the other is an import-time Trainer dependency conflict." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "ScandiBERT load failure and streaming pipeline regression are different code paths and different symptoms." + "reason": "Loading a specific model checkpoint is unrelated to the streaming pipeline regression in v5." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling being ignored is unrelated to cache lazy initialization causing recompilation." + "reason": "Different concrete problems: attention scaling ignored in SDPA/FlashAttention vs cache warmup causing recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and an invalid BACKENDS_MAPPING backend error are unrelated compatibility bugs." + "reason": "Python 3.14 import failure is not the same as a backend-mapping ValueError for tensorflow_text." }, { "left": "issue:43986", - "right": "issue:44016", + "right": "issue:44117", "accept": false, - "reason": "AutoProcessor/video-model import behavior is not the same as a notebook syntax error." + "reason": "Video-model AutoProcessor/torchvision absence is unrelated to tokenizer mapping returning None." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is a training-state bug, not a streaming pipeline regression." + "reason": "FSDP2/PEFT optimizer-state corruption is a different training bug from a streaming pipeline regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an infinite-loop generation bug are different underlying problems." + "reason": "Save/dequantization failure and an image-triggered infinite loop are different model behaviors and code paths." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Model dequantization save failures are not the same as inability to save Pipeline objects." + "reason": "Dequantized model save failure is not the same as Pipeline.save_pretrained support." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch warning about bfloat16 precision is not the same as a torch.compile + SDPA failure." + "reason": "A warning about bfloat16 precision is not the same as a torch.compile SDPA failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is about leftover dummy classes leaking into the API; right is just a noisy logging message." + "reason": "Repo hygiene/dummy class cleanup is unrelated to a noisy logging message." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embedding weights during from_pretrained is unrelated to the default max_shard_size setting." + "reason": "Missing embed_tokens weights during load is unrelated to the max_shard_size default question." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are both warnings, but they concern different configuration fields and different model behaviors." + "reason": "These concern different warnings: PyTorch float32 precision vs tie_word_embeddings advice for LoRA." }, { - "left": "issue:43827", - "right": "issue:47116", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Docs still mentioning pipeline() after removals is a documentation issue, not the runtime streaming regression." + "reason": "xLSTM training bugs are not the same as Bamba SDPA compile failures." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43827", + "right": "issue:47116", "accept": false, - "reason": "xLSTM training-size blockers are unrelated to Bamba-9B-v2 torch.compile SDPA failures." + "reason": "Docs still referencing pipeline() is a documentation issue, not the streaming pipeline runtime regression." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Unsupported Flash Attention 2.0 for one model is unrelated to a Python-version compatibility import issue." + "reason": "FlashAttention support gating for one model is unrelated to Python version compatibility." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both mention attention backends, but one is model support gating and the other is attention scaling logic in GPT2." + "reason": "Both touch attention/backends, but they are different model-specific bugs with different symptoms." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same bug." + "reason": "Tokenizer decoder type mismatch is not the same as a reproduction of an unrelated earlier issue." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "An error message about translation tasks in pipeline() is unrelated to save_pretrained() failing for Pipeline objects." + "reason": "Error-message wording for pipeline tasks is unrelated to saving Pipeline objects." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is a different server-path bug from a streaming pipeline regression." + "reason": "Serving KV-cache continuation indexing bug is a different path from the streaming pipeline regression." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config option without notice is unrelated to a noisy log message." + "reason": "Removed tie_embeddings_and_encoder_decoder API is unrelated to a noisy log message." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure and Trainer import failure due to datasets are unrelated." + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Ignored attention scaling and altered AttentionInterface.register behavior are different code paths and effects." + "reason": "Attention scaling being ignored is not the same as register() changing function behavior." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage is not the same as a deepseek-v4 transpose/dtype bug." + "reason": "ESM2 breakage and DeepSeek tensor transformation bugs are different model-specific failures." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init policy and Trainer import problems do not describe the same underlying issue." + "reason": "Optional post_init enforcement for patchtsmixer is unrelated to importing Trainer." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Seed-related test flakiness and a huggingface_hub CLI attribute error are unrelated." + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained errors are different serialization/loading problems." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:42890", + "right": "issue:47059", "accept": false, - "reason": "FP8 save_pretrained problems for MoE and a Qwen3.5 MoE from_pretrained error are related in model family only, not clearly the same bug." + "reason": "A flaky model test due to missing set_seed is unrelated to a huggingface_hub CLI API break." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "A missing huggingface_hub symbol and a missing Transformers model class are separate import failures." + "reason": "Two different import errors affecting different symbols and different dependency surfaces." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Gemma3Config lacking vocab_size is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Attention backend config handling is unrelated to a classification-loss degeneracy bug." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Attention scaling being ignored is unrelated to a degenerate zero-loss classification bug." + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer-state corruption and GPT2 attention scaling logic are different bugs in different training/inference paths." + "reason": "Distributed optimizer-state corruption is not the same as attention scaling being ignored." } ] }, @@ -17794,8 +17787,8 @@ "issue:45290", "issue:46050", "issue:46077", - "issue:46082", "issue:46365", + "issue:46512", "issue:46877", "issue:47059", "issue:47110" @@ -17809,8 +17802,8 @@ "issue:43756|issue:44485", "issue:45276|issue:46077", "issue:43618|issue:43761", - "issue:43208|issue:43526", "issue:36010|issue:42757", + "issue:43208|issue:43526", "issue:44038|issue:44230", "issue:42994|issue:44655", "issue:43299|issue:43867", @@ -17827,196 +17820,226 @@ "issue:36683|issue:44077", "issue:43867|issue:45216", "issue:36683|issue:47110", - "issue:46077|issue:46082", + "issue:46077|issue:46512", "issue:43618|issue:45216", "issue:36683|issue:43525", "issue:29870|issue:36296", "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "07f1bde3de573f8dcc3a9c54ea2a5a3103b4888f6a3172b35e58812f50c4449a", + "prepared_review_unit_hash": "1b1c1e9adb4022ba08f3e98726c027ee13c65a6d51753e4ed79d64a4d802c391", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36105, - "estimated_input_tokens": 9027, - "estimated_eval_tokens": 18310 + "serialized_chars": 36102, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of Transformers bugs and regressions. A few mini-themes recur (missing config attributes, import path breakages, chat/template failures, save/load regressions), but none of the soft pairs look like the same underlying fixable bug or change.", - "confidence": 0.23, - "canonical_issue_reason": "issue:36683 is the best representative because it sits near the most similar subcluster of missing-attribute/config regressions (e.g. Llama/Gemma/Qwen-style attribute errors), even though the overall cluster is heterogeneous.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad surface themes (imports, chat templating, Gemma/Qwen regressions, saving/loading), but they point to different concrete code paths, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:36683 is the most connected node in the soft-pair graph and has the most discussion, so it is the best available anchor; however, the linked issues are still too diverse to treat this as a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the strongest single issue choice for triage since it is concrete, recent, and more central than the other items to the recurring config/attribute-error theme.", + "best_issue_reason": "issue:36683 is the strongest overall representative by connectivity and activity, but it should only be used as a loose anchor because the cluster is not a coherent duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Both mention Trainer/import confusion, but one is about optional TensorFlow backend packaging and the other about a datasets-related import conflict; different root causes and fixes." + "reason": "Both are import/packaging complaints, but one is TensorFlow missing from a torch extra and the other is Trainer import interference from datasets; different dependency paths." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "One is a PyTorch warning when compiling bfloat16 models, the other is a compiled flex_attention failure on torch>=2.9; different code paths and symptoms." + "reason": "One is a PyTorch precision warning on bfloat16 compile, the other is a flex_attention failure on torch>=2.9; different failures." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both involve chat/completions-style APIs, but one is an OpenAI-compatible endpoint rejecting requests and the other is a processor crash on batched padding=False; not the same bug." + "reason": "Both involve chat endpoints/templates, but one is /v1/chat/completions request acceptance and the other is batched apply_chat_template padding; different code paths." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for a missing configuration utility versus unexpected API requests despite local_files_only; unrelated failure modes." + "reason": "ImportError for a moved symbol vs local_files_only still triggering network requests; unrelated bugs." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions not assigned and GPT2 attention scaling ignored under SDPA/FlashAttention are distinct attention-related bugs in different models and paths." + "reason": "CLIP output-attention regression vs GPT2 attention scaling ignored under SDPA/FlashAttention; different models and symptoms." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation are both about RoPE, but they describe different model-specific defects and are not clearly the same fix." + "reason": "Both mention RoPE, but one is Smollm3 dropping layers and the other is GLM-5 RoPE implementation; not the same bug." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is bidirectional attention mask construction; separate bugs." + "reason": "Same model family, but resize_token_embeddings mismatch and bidirectional_attention mask logic are different issues." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both concern CLIP outputs, but one is attentions missing and the other is hidden_states missing in a v5 regression; different output fields and likely different fixes." + "reason": "One loses attentions, the other loses hidden_states; different missing output fields." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "xLSTM training bugs versus BeitImageProcessorFast reduce_labels returning one label; no shared underlying bug." + "reason": "Both are ImportErrors from dependency churn, but for different symbols and packages." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Two unrelated import errors from different packages/symbols (GenerationMixin vs is_offline_mode)." + "reason": "Unrelated xLSTM training bugs vs BeitImageProcessorFast label reduction." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both touch Qwen3-VL/MoE support, but one is a generic transformer/Qwen3-VL bug report and the other is fp8 inference support; not the same concrete issue." + "reason": "Generic Qwen3-VL-Moe regression vs fp8 inference support request; different scope." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save/load corruption and pipeline save_pretrained failure are both persistence-related, but they affect different objects and code paths." + "reason": "Quantized model save corruption vs Pipeline save_pretrained limitation; different serialization objects." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading failure and state_dict-sorted model loading error are different loading bugs with different triggers." + "reason": "Both are loading-related, but one is a base_model_prefix regression and the other is state_dict ordering; different causes." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both are request/template-related, but one is an API endpoint validation issue and the other is tool-call chat templating on assistant messages; distinct bugs." + "reason": "Both touch chat templating, but one is request validation and the other is assistant tool-call formatting; different crash sites." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "One is config propagation for Qwen3.5 num_labels, the other is an import failure for Trainer caused by datasets; unrelated." + "reason": "Qwen3.5 config propagation vs Trainer import failure; unrelated." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention 2 support missing for NemotronH vs invalid GenerationConfig for GLM-5 are different model-specific issues." + "reason": "Flash Attention support gap vs invalid GenerationConfig; unrelated." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention masks concern different models and different configuration bugs." + "reason": "Qwen3.5 num_labels propagation vs Gemma4 bidirectional attention mask bug; unrelated." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base_model_prefix loading breakage and pipeline save_pretrained failure are separate serialization/loading problems." + "reason": "Model loading with base_model_prefix vs Pipeline save_pretrained; unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are attribute errors, but Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated model-specific fields." + "reason": "Both are AttributeError reports, but on different model/config objects and fields." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python file errors and auto_docstring printing diagnostics at import time are both import-time nuisances, but not the same bug." + "reason": "Compiled-file loading errors vs import-time stdout logging; unrelated." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Saving Pipeline objects and sinq-quantized model save/load corruption are both persistence bugs, but they affect different APIs and failure modes." + "reason": "Both are save_pretrained-related, but one is Pipeline persistence and the other is quantized sinq round-trip." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 and Python 3.14 load failures are related only superficially; one is a stated version support issue, the other a runtime load regression." + "reason": "Both are version/platform compatibility issues, but for different Python releases and different breakages." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 loading failure and CLI tests failing with huggingface_hub 1.22.0 are separate environment/package incompatibilities." + "reason": "Python 3.14 load failure vs CLI completion attribute mismatch in huggingface_hub 1.22.0; unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Both are configuration/attribute-related, but Gemma3Config lacking vocab_size and patchtsmixer post_init validation are different model API issues." + "reason": "Gemma3 config vocab_size bug vs patchtsmixer post_init validation; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both hit checkpoint/model loading, but the underlying failures differ: sorted state_dict vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3Config vocab_size vs special_tokens list/dict handling; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention masks vs from_config(dtype=...) stale config dtype; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model/output state regressions, but different models and code paths; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config vocab_size vs Llama4Config pad_token_id; unrelated." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generation UnboundLocalError and tensor parallel training bug are entirely different runtime failures." + "reason": "Bart generate() decoder_attention_mask assignment bug vs tensor parallel training bug; unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption and a typo in cache strategies are unrelated." + "reason": "Optimizer state corruption under FSDP2/PEFT vs a cache-strategy typo; unrelated." } ] }, @@ -18098,10 +18121,10 @@ "issue:44393|issue:47000", "issue:43867|issue:46202", "issue:44355|issue:44855", - "issue:43010|issue:45850", "issue:36296|issue:43575", - "issue:43867|issue:45375", + "issue:43010|issue:45850", "issue:41669|issue:44246", + "issue:43867|issue:45375", "issue:42890|issue:45561", "issue:43618|issue:44077", "issue:43010|issue:43976", @@ -18111,8 +18134,8 @@ "issue:43618|issue:46285", "issue:44360|issue:45440", "issue:42890|issue:44964", - "issue:42890|issue:44112", "issue:43502|issue:44062", + "issue:42890|issue:44112", "issue:42898|issue:46664", "issue:44222|issue:45125", "issue:44734|issue:46617", @@ -18121,221 +18144,218 @@ "issue:43874|issue:46617", "issue:43010|issue:43065" ], - "prepared_review_unit_hash": "94b81cf0c874a6577768c1a83be0192bfc7a7b1edc2fc37c4fc0d087bf9fb38b", + "prepared_review_unit_hash": "66887a05ae06ebe28050a6e00ccfc47aa5f6961a5b391062073a0d82dce44295", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36303, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "serialized_chars": 36307, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "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 look similar by title. The soft edges are broad-similarity false positives across different models, loaders, schedulers, and test flakes rather than the same underlying bug.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45278 is the best umbrella candidate because it is the broadest upgrade/regression report and can loosely represent the cluster\u2019s general theme of import/load failures after version bumps.", + "summary": "The cluster is mostly heterogeneous; only the import-slowdown pair (41669/44246) looks plausibly like the same underlying issue. Most other soft pairs are adjacent themes but different concrete bugs or regressions.", + "confidence": 0.61, + "canonical_issue_reason": "issue:41669 is the most concrete, actionable report in the set and best represents the only plausible duplicate thread around slow `import transformers` behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable representative issue because it is broad enough to capture the cluster\u2019s recurring upgrade/import regression pattern, while the other issues are more narrowly scoped to specific models or code paths.", + "best_issue_reason": "issue:41669 is the best global issue candidate because it has a specific root cause, clear impact, and the strongest overlap with another report in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache/layer update decoration with no_grad is a different runtime/correctness issue than general import failures after upgrading." + "reason": "Different problems: cache/layer `update()` autograd behavior vs broad import errors after upgrade." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Missing UMT5Encoder weight loading and Qwen3.5 MoE from_pretrained error are different model-specific load failures." + "reason": "Different model families and failure modes; UMT5 weight loading is not the same as Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Unused SGD optimizer args is unrelated to Trainer import failure caused by datasets dependency interaction." + "reason": "SGD argument handling is unrelated to a Trainer import conflict with `datasets`." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Scheduler kwargs bug and variable-length position_ids bug are unrelated code paths." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "BART generate decoder_attention_mask bug and tokenizer loading regression are distinct code paths." + "reason": "Bart generate decoder mask bug is unrelated to tokenizer-loading regression." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL bounding-box output issue is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "Qwen3-VL bbox output issue and RTDetrLoss infeasible-cost-matrix crash are different models and failures." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State-dict loading order bug does not match Gemma pipeline roundtrip failure on the \u2581 token." + "reason": "State-dict sorting load error is unrelated to Gemma pipeline roundtrip tokenization failure." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python import errors are different from the Python 3.13 @torch.jit.script parsing/IndentationError bug." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "no_grad cache update and broad post-v5 model breakage are not the same concrete bug." + "reason": "Both involve import-time failures, but the root causes differ: compiled file handling vs `@torch.jit.script` parsing with a comment." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug is broader and different from Qwen2-57B-A14B-Instruct OOM on load." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM while loading a specific model." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "State-dict ordering and missing Qwen3.5 vision config field are unrelated serialization/config issues." + "reason": "`@torch.no_grad` decoration for cache updates is far more specific than a broad claim that many models broke in 5.0." }, { "left": "issue:41669", "right": "issue:44246", + "accept": true, + "reason": "Both point to slow `import transformers`; 41669 gives the concrete `import *`/model-import cause that plausibly explains 44246's intermittent import latency." + }, + { + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Import * performance regression and slow import transformers are related at a high level but not the same root cause or fix." + "reason": "Model load failure due to sorted state_dict is not the same as a missing vision config field being dropped by strict parsing." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Missing set_seed in SAM HQ tests and xdist race on captured_info.txt are different CI/test flake causes." + "reason": "Both are test-related, but one is missing `set_seed()` in integration tests and the other is an xdist race on a captured-info file." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init optionality." + "reason": "CLIP attentions assignment regression and PatchTSMixer post_init validation are unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache/layer no_grad decoration is unrelated to the Python-version compatibility issue." + "reason": "Autograd decoration on cache updates is unrelated to Python version support problems." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different load-path failures." + "reason": "Different Qwen5-family loading failures; the reported missing weight and the MoE from_pretrained error are not the same bug." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Sorted state_dict loading error is unrelated to Qwen3.5 save_pretrained visual encoder key regression." + "reason": "A sorted-state_dict load bug is not the same as incorrect visual encoder keys being saved." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency import error and tokenizer-loading regression are not the same bug." + "reason": "Missing PyTorch dependency ImportError is unrelated to tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions assignment and CLIPTextModel structure inconsistency are separate CLIP API regressions." + "reason": "Missing attentions assignment and CLIP text-model structural inconsistency are different API regressions." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3 native-vs-remote implementation divergence." + "reason": "A DSA/ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related SAM HQ test flakiness does not match Phi-4 multimodal model loading failure." + "reason": "Test flakiness from missing seeds is unrelated to a Phi-4 multimodal model loading failure." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Generic test seed omissions are not the same as the GraniteSpeech stale device override CI failure." + "reason": "Ignoring `local_files_only` and duplicate `special` kwargs in `AddedToken` are different tokenizer issues." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "local_files_only network leakage and AddedToken special-argument duplication are unrelated tokenizer/loading bugs." + "reason": "Both are CI/test failures, but they are different tests and failure mechanisms." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "clean_up_tokenization_spaces v5 behavior change is unrelated to SmolVLM num_frames semantics." + "reason": "Tokenizer cleanup behavior in v5 is unrelated to video processor `num_frames` semantics." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained moe and missing _tp_plan for tensor parallelism are different MoE/export vs TP-planning issues." + "reason": "FP8 `save_pretrained` MoE issue is not the same as missing `_tp_plan` for tensor parallelism." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV cache continuation tensor indexing crash is unrelated to trust_remote_code cache file loading." + "reason": "KV cache continuation crash and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer.from_pretrained loading issue and checkpoint reload incompatibility after upgrade are different failure modes." + "reason": "Both are loading regressions after v5 upgrades, but they describe different concrete failures and likely different code paths." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only API requests and GLM-5 RoPE implementation discussion do not share a concrete bug." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Missing image patch count method and cached trust_remote_code FileNotFoundError are distinct loader/runtime problems." + "reason": "Local-files-only API leakage is unrelated to the GLM-5 RoPE implementation discussion." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "torch.no_grad decoration for cache update is unrelated to the dummy Conv2d in Sam3PixelDecoder." + "reason": "No-grad decoration on cache update is unrelated to the dummy Conv2d in Sam3PixelDecoder." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet. The only clearly plausible duplicate thread is 41669/44246 around slow `import transformers`, and the other soft-edge rejections are conservative based on the issue titles and described failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18352,12 +18372,12 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-516", "nodes": [ + "issue:27957", "issue:29870", "issue:30333", "issue:30990", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", "issue:38617", "issue:41628", @@ -18420,7 +18440,7 @@ "issue:30333|issue:36296", "issue:43299|issue:44556", "issue:29870|issue:31795", - "issue:33453|issue:34689", + "issue:27957|issue:33453", "issue:44355|issue:45071", "issue:42757|issue:43576", "issue:43576|issue:45071", @@ -18441,263 +18461,230 @@ "issue:44315|issue:46209", "issue:43867|issue:47110" ], - "prepared_review_unit_hash": "fb754fb71d191bd26e3fb9a30215c0d972527a83ac896fdebb07ccfe7c9c659d", + "prepared_review_unit_hash": "9d8fd739caa1bea98eb42fda923b95f2bd8c17e380236fd508272000ec4485f3", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38507, - "estimated_input_tokens": 9627, - "estimated_eval_tokens": 19510 + "serialized_chars": 38466, + "estimated_input_tokens": 9617, + "estimated_eval_tokens": 19490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely unrelated regressions spanning imports, model loading, CLI, docs, quantization, and tensor-parallel behavior. None of the soft pairs is strong enough to treat as the same underlying bug/change, so I would not collapse this set into a duplicate cluster.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and does not share one clear underlying bug.", + "summary": "This cluster is mostly heterogeneous: import errors, model-loading regressions, CLI/docs issues, and performance bugs. The only plausible duplicate pair is the RoFormer kwargs/attention-interface reports; the rest do not look like the same underlying bug/change.", + "confidence": 0.66, + "canonical_issue_reason": "issue:46144 is the most root-cause-oriented RoFormer report: it points to the attention implementation not using the attention interface, which can explain the kwargs propagation failure.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the artifacts do not form one coherent duplicate group.", + "best_issue_reason": "issue:46144 is the best representative issue in this set because it is specific, code-path focused, and most likely to map to a single actionable fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Different failure modes: missing top-level model import vs FileNotFoundError when loading trust_remote_code from cache." + "reason": "Both are loading-related, but one is an import/export failure and the other is a cache FileNotFoundError; different code paths." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "A vague general breakage report vs a specific special_tokens list/key error; no concrete shared code path." + "reason": "Broad v5 regression claim vs a special_tokens type error; too different to be the same bug." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "CLI env-command regression and AttentionInterface.register behavior change are unrelated subsystems." + "reason": "CLI env command breakage vs AttentionInterface.register behavior; different subsystems and failure modes." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export paths." + "reason": "Both are import errors, but for different symbols/modules with no shared root cause shown." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 MoE tensor-parallel plan issue vs generic from_pretrained failure; not the same bug." + "reason": "Same model family, but one is a missing tensor-parallel plan and the other is a generic from_pretrained failure; not enough evidence of one fix." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory/OOM regression vs checkpoint reload compatibility after upgrade." + "reason": "Int4 memory/OOM regression vs checkpoint reload compatibility regression; distinct problems." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow job-status reporting failure vs tokenizer loading regression." + "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file execution errors vs tokenizer slowdown after upgrade." + "reason": "Compiled-file runtime errors vs a slowdown when filtering data; different symptoms and code paths." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing _tp_plan for tensor parallelism vs a missing config field silently dropped by strict config handling." + "reason": "Tensor-parallel planning bug vs missing vision config field; different model components." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang vs documentation confusion in model.forward." + "reason": "Loading hang vs docs confusion about forward arguments; not the same bug." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() vs an unrelated racoon issue." + "reason": "Docs referencing removed pipeline() APIs vs an unrelated one-word issue; no shared bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leak vs FP8 save_pretrained bug." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "local_files_only network leak vs an unrelated racoon issue." + "reason": "local_files_only network leakage vs FP8 save_pretrained behavior; different paths." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Both are vision/video related, but one is num_frames semantics and the other is missing-vision-backend handling." + "reason": "Video processor num_frames semantics vs missing-vision-backend handling; not the same issue." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation/cache code, but no_grad decoration and sync_gpus ordering are different concrete problems." + "reason": "Decorator/no_grad behavior on cache update vs generation kwarg update after sync_gpus; separate generation bugs." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow failed-job reporting vs a tensor-parallel training bug." + "reason": "MLflow failure handling vs tensor-parallel training bug; no shared root cause." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading regression vs general v4.57-to-v5 reload incompatibility." + "reason": "Both are version-related loading regressions, but for different models and different failure points." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generate() UnboundLocalError vs a docs-only confusion issue." + "reason": "Concrete generate() UnboundLocalError vs documentation confusion; not duplicates." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:27957", + "right": "issue:33453", "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 vision model loading break." + "reason": "Flash Attention 2 support for XLM-Roberta vs tokenizer-loading regression; unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution error vs PretrainedConfig type-checking break." + "reason": "Compiled Python file errors vs PretrainedConfig type-checking regression; different failures." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import vs CLI env-command breakage; related ecosystem area, but not the same concrete failure." + "reason": "Missing symbol from huggingface_hub vs broken transformers env CLI; different packages and bugs." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env-command regression vs PretrainedConfig type-checking." + "reason": "CLI env command breakage vs type-checking breakage in PretrainedConfig; unrelated." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "CLI env-command regression vs a typer completion API break in tests." + "reason": "Both hit CLI paths, but one is env-command breakage and the other is a huggingface_hub completion API mismatch." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs issue vs an import error for layer_type_validation." + "reason": "Documentation ambiguity vs an import error for layer_type_validation; no shared underlying bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated issues: racoon vs Gemma-4 audio positional encoding." + "reason": "Unclear one-word issue vs Gemma-4 audio positional encoding bug; unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env-command breakage vs top-level model import error." + "reason": "Broken env CLI vs Qwen2.5-VL import error; different subsystems." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Model_init/Liger-kernel behavior vs a DSA indexer discussion." + "reason": "Liger kernel application bug vs DSA indexer math issue; not the same change." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:45375", + "right": "issue:47110", "accept": false, - "reason": "Missing top-level export vs cache FileNotFoundError." + "reason": "Missing Qwen3.5 MoE vision config field vs special_tokens list/dict mismatch; different model/config bugs." }, { - "left": "issue:43352", - "right": "issue:44961", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "FlashAttention support issue on Nemotron vs unrelated racoon issue." + "reason": "FP8 save_pretrained bug vs FP8 inference support bug; related theme but not the same concrete fix." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Tensor-parallel training bug vs docs mentioning return_all_scores." + "reason": "Liger kernel/model_init issue vs FP8 inference failure on B200; unrelated code paths." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:43867", + "right": "issue:47110", "accept": false, - "reason": "SAM 3 Video attribute error vs cache FileNotFoundError." + "reason": "State_dict sorting load error vs special_tokens structure error; different loading problems." }, { "left": "issue:46143", "right": "issue:46144", - "accept": false, - "reason": "Both RoFormer-related, but kwargs forwarding and attention-interface usage are different bugs." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Different missing top-level exports: AutoImageProcessor vs PreTrainedModel." - }, - { - "left": "issue:45375", - "right": "issue:47110", - "accept": false, - "reason": "Missing config field vs special_tokens list/key error." - }, - { - "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference-support request; different code paths." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Liger kernel/model_init issue vs FP8 inference failure on B200." - }, - { - "left": "issue:43867", - "right": "issue:47110", - "accept": false, - "reason": "state_dict sorting load error vs special_tokens list/key error." + "accept": true, + "reason": "Both report the same RoFormer attention-path bug: kwargs/attention-interface behavior is not being wired through correctly." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:46143/issue:46144, is well supported by the titles, and the rest of the verdicts avoid overclaiming shared root causes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18768,14 +18755,14 @@ "issue:43673|issue:44492", "issue:45362|issue:45850", "issue:44485|issue:46664", - "issue:44273|issue:45542", "issue:44623|issue:45230", + "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44360|issue:46664", "issue:44273|issue:45003", "issue:41669|issue:43673", - "issue:44393|issue:45753", "issue:44393|issue:45071", + "issue:44393|issue:45753", "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:44230|issue:46095", @@ -18807,296 +18794,287 @@ "issue:43576|issue:44273", "issue:44360|issue:45468" ], - "prepared_review_unit_hash": "38d84378ebc95670c4d17e95d866cb6881360a87999dcfbbf8edcae8841262ee", + "prepared_review_unit_hash": "d447feb31a9a77f1dc72309a5951ae13ba7fc906b962a3d74e3c34d299682cb1", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 39648, - "estimated_input_tokens": 9912, - "estimated_eval_tokens": 20080 + "serialized_chars": 39644, + "estimated_input_tokens": 9911, + "estimated_eval_tokens": 20078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy collection of distinct v5/model-regression issues. The only plausible duplicate pair is the import/lazy-loading slowness reports; the rest are different models, commands, or APIs.", - "confidence": 0.62, - "canonical_issue_reason": "issue:44273 is the broadest underlying problem in the only plausible duplicate pair: it describes lazy loading failure, while issue:44246 is a symptom report about slow imports.", + "summary": "This cluster is mostly a loose set of distinct Transformers v5 regressions and model-specific bugs (loading, configs, lazy loading, generation, CLI, and a few unrelated model/model-family issues). There is no single strong duplicate theme; the closest common thread is broad v5 breakage.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the overall mixed v5-regression theme of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the best representative because it captures the underlying lazy-loading defect rather than a single performance symptom; most other items are unrelated regressions.", + "best_issue_reason": "issue:45850 is the best representative issue because it captures the widest shared concern across the set: Transformers v5 causing widespread compatibility regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Both are attribute-like failures, but they involve different configs and code paths (`pad_token_id` vs `special_tokens`)." + "reason": "Both are attribute/key errors, but they involve different objects and code paths (`Llama4Config.pad_token_id` vs `special_tokens` list handling)." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing and cache-strategy typo are different cache-related bugs, not the same defect." + "reason": "One is missing generation cache in chunked prefill; the other is a typo in cache strategy naming. Different bugs." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "One is a concrete Qwen3.5 chat crash; the other is a broad umbrella complaint about many v5 regressions." + "reason": "45850 is a broad complaint, but 45362 is a specific Qwen3.5 chat crash; not the same underlying bug." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "Different models and subsystems: RoPE implementation vs video processor frame-count semantics." + "reason": "Different model features and failures: GLM-5 RoPE vs SmolVLM video `num_frames` semantics." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Lazy loading/import behavior is unrelated to the TensorFlow backend error from tensorboard-only installs." + "reason": "`processor.save_pretrained` missing files is specific; `Bug report` is too vague to treat as the same issue." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "`processor.save_pretrained` missing files is concrete; `Bug report` is too vague to establish the same bug." + "reason": "Lazy loading failure and missing TensorFlow backend handling are unrelated subsystems." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different Qwen-related problems: one is a model bug, the other is missing tensor-parallel metadata." + "reason": "Same broad model family, but one is a Qwen3-VL-Moe bug and the other is missing tensor-parallel plan support." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video-frame handling." + "reason": "DSA ReLU discussion and video processor `num_frames` inconsistency are unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading failure and unsafe `sys.modules` access are different import-time issues." + "reason": "Both touch import/loading behavior, but one is lazy loading and the other is unsafe `sys.modules` access; not the same bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/performance and generation cache missing are different root causes." + "reason": "Import-* performance regression and missing GenerationMixin cache are different regressions." }, { "left": "issue:44393", - "right": "issue:45753", + "right": "issue:45071", "accept": false, - "reason": "Both are Qwen3-VL/Qwen3_5 visual issues, but one is bbox hallucination and the other is an infinite loop on a specific image." + "reason": "Qwen3-VL 2D bbox output issues are unrelated to `PretrainedConfig` type checking breaks." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL output issues are unrelated to `PretrainedConfig` type checking regressions." + "reason": "Both are Qwen3-family bugs, but one is bbox hallucination/error and the other is an infinite loop on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken `transformers env` command is unrelated to checkpoint reload compatibility after upgrading to v5." + "reason": "Both mention v5 breakage, but one is the `transformers env` CLI and the other is checkpoint reload compatibility." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific `Llama4Config` attribute error is not the same as a broad statement that v5 breaks many models." + "reason": "Specific `pad_token_id` config error vs a broad v5 regression umbrella; not duplicate-level evidence." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to DeepSeekV4 weight conversion tooling." + "reason": "FP8 Qwen support and DeepSeek weight conversion are different feature requests/bugs." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 upgrade compatibility, but for different model families and different failure modes." + "reason": "Both concern loading older checkpoints under v5/meta init, but they target different model families and concrete failure modes." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is a specific model regression, not the same as the broad v5-breakage complaint." + "reason": "Missing `pad_token_idx` in StableLmConfig is a specific config regression, not the same as the broad v5 breakage report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is unrelated to a generic v5 regression umbrella." + "reason": "A cache-strategy typo is not the same underlying bug as a general v5 regressions complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated topics." + "reason": "TF32 settings warning and cache-strategy typo are unrelated." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "General v5 regression complaint vs a specific CLI/huggingface_hub incompatibility." + "reason": "Broad v5 model breakage versus a CLI compatibility failure with huggingface_hub; different subsystem and fix." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star performance cleanup and missing `Qwen3_5ForCausalLM` import are different import problems." + "reason": "Import performance issue and inability to import `Qwen3_5ForCausalLM` are different causes and symptoms." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3 model-type warning and Liger Kernel application with `model_init` are unrelated." + "reason": "Model-type mismatch warning and Liger Kernel not applied with `model_init` are unrelated." }, { "left": "issue:44246", "right": "issue:44273", - "accept": true, - "reason": "Both describe the same underlying lazy-loading/import problem; 44246 is the symptom (slow import), 44273 names the defect." + "accept": false, + "reason": "Slow `import transformers` and broken lazy loading overlap broadly, but are not clearly the same underlying bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A missing `set_seed()` in tests is unrelated to scheduler kwargs being ignored." + "reason": "Missing `set_seed()` in tests and inverse-sqrt scheduler kwargs being ignored are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken `transformers env` command and inverse-sqrt scheduler kwargs are different code paths." + "reason": "CLI `transformers env` breakage and scheduler kwargs handling are different areas." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "CLI env command failure is unrelated to a shell-operator allowlist bypass." + "reason": "CLI env command breakage and shell-operator allowlist bypass are entirely different issues." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support error and Qwen3-VL bbox hallucination are different model/runtime bugs." + "reason": "Nemotron Flash Attention support and Qwen3-VL bbox hallucination are unrelated model bugs." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position-id buffer access bug is specific; the other report is unspecified." + "reason": "Position_ids buffer access error is specific; `Bug report` is too vague and there is no evidence they match." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is a distinct serialization bug, not the generic bug report." + "reason": "Tokenizer save mismatch and `Bug report` do not show the same bug." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python-version incompatibility and Qwen3-VL bounding-box issues are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and `PretrainedConfig` type checking are different regressions." + "reason": "Scheduler kwargs regression and `PretrainedConfig` type-checking break are different code paths." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." + "reason": "Cache-strategy typo and feature-extractor padding inefficiency are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance and missing `HybridCache` import are separate import-related issues." + "reason": "Import-* performance regression and missing `HybridCache` export are different import-related problems, not the same bug." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "`AutoProcessor.from_pretrained` kwarg forwarding and scheduler kwargs are different APIs." + "reason": "`cached_file` kwargs forwarding and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance issue and a testing-utils bug do not describe the same defect." + "reason": "Import performance regression and a testing_utils bug are different issues." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python 3.9/3.10 compatibility and missing `Qwen3_5ForCausalLM` import are unrelated." + "reason": "Python compatibility break and missing model import are distinct failures." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional `post_init` validation and tied-weight-key list handling are different model-initialization bugs." + "reason": "Optional `post_init` validation and `_get_tied_weight_keys` list handling are different configuration/runtime bugs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about `input_ids`/`past_key_values` is unrelated to tokenizer-loading regression." + "reason": "Documentation confusion in `forward` is unrelated to tokenizer loading regression." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python version support and shell-command allowlist bypass are unrelated." + "reason": "Python-version support issue and command allowlist bypass are unrelated." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to shell command substitution security." + "reason": "GLM-5 RoPE discussion and shell command bypass are entirely different areas." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "`transformers env` being broken is not the same as lazy loading not working properly." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA/ReLU discussion is unrelated to Gemma4 audio relative positional encoding." + "reason": "Broken `transformers env` CLI and lazy loading failures are different regressions, even if both appear in v5." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only elevated claim is the 44246/44273 pairing, but it is still supported by the titles and the soft-match signal as a likely symptom-vs-root-cause relationship. The rest of the soft-edge rejections read as appropriately cautious and not overstated." - }, - "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 }, @@ -19208,298 +19186,232 @@ "issue:29870|issue:31515", "issue:31515|issue:36296" ], - "prepared_review_unit_hash": "7a393b32e2894f63518a270835e76ca95acdcc61c52258890278cebea302e049", + "prepared_review_unit_hash": "ca3ae82f9a8edc0c113247dd7c818852fd998ef7e7680f3b8186ccc14c1d07b8", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 44, - "serialized_chars": 40139, - "estimated_input_tokens": 10035, - "estimated_eval_tokens": 20326 + "serialized_chars": 40144, + "estimated_input_tokens": 10036, + "estimated_eval_tokens": 20328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and the soft pairs are mostly superficial text similarities rather than true duplicates. If a representative issue is needed, the broad Flash Attention 2.0 topic is the closest fit, but there is no strong canonical PR here.", + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs span unrelated models, processors, CLI/import, security, and training issues. I do not see any safe duplicate merges; at best there is a loose v5-regression theme and a few flash-attention/tokenizer near-matches, but not the same concrete bug/change.", "confidence": 0.82, - "canonical_issue_reason": "issue:45250 is the broadest, most central topic in the set (Flash Attention 2.0) and is a better umbrella representative than the more specific or unrelated reports.", + "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set ('Since 5.0 version it breaks too many models'), so it is the closest thing to a representative anchor for this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45250 is the clearest cluster representative by title breadth, though the cluster does not look like a single duplicate bug family.", + "best_issue_reason": "45850 is the only truly umbrella-like issue, but the cluster is too mixed for it to be a strong duplicate target; it is just the least-specific representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor-related calculation bugs, but they affect different code paths and data types (timestamp math vs video padding)." + "reason": "Different processors and symptoms: Qwen3VL timestamp math vs SmolVLM video padding." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "One is about `model_init` not applying Liger Kernel; the other is a flash-attention-3 training degeneration issue. Different failures." + "reason": "Liger Kernel/model_init application bug vs Flash Attention 3 degenerate training." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse-sqrt scheduler kwargs are unrelated bugs." + "reason": "Lazy loading failure and scheduler-kwargs bug are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic 'bug report' title is not enough; one is unspecified while the other is a specific Qwen3.5 MoE `from_pretrained` error." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "GLM-5 RoPE implementation and tar/zip-slip RCE are completely different issues." + "reason": "RoPE implementation discussion vs tar/zip-slip security vulnerability." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in a processor is unrelated to GLM-5 RoPE implementation details." + "reason": "Different code paths: video timestamp calculation vs GLM-5 RoPE." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma audio positional encoding and CohereASR training-loss shift are different model-specific bugs." + "reason": "Different model families and failures: Gemma audio positional encoding vs CohereASR double-shift." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipeline objects and a tied-weights key crash are separate save/load vs weight-collection problems." + "reason": "Pipeline save_pretrained file handling vs tied-weight key AttributeError." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "`transformers env` CLI breakage and an import failure for `Qwen3_5ForCausalLM` are not the same bug." + "reason": "CLI/env command breakage vs missing Qwen3_5ForCausalLM import." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python version compatibility and shell-command RCE issues are unrelated." + "reason": "Python version support issue vs shell-command injection vulnerability." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation and scheduler kwargs handling are different code paths." + "reason": "Timestamp processing bug vs inverse_sqrt scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf regression and VRAM leakage in Qwen3ForCausalLM are unrelated." + "reason": "Import-star performance issue vs VRAM leak in multi-threaded loading." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion around `input_ids`/`past_key_values` is not the same as a model-loading breakage for Llama 3.2 Vision." + "reason": "Documentation confusion vs model loading regression." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "A broad '5.0 breaks many models' complaint is not the same as a shell-operator command substitution bypass." + "reason": "Broad v5 regression report and a security exploit are different issues." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "A broad model-compatibility complaint is unrelated to shell allowlist bypass behavior." + "reason": "Broad model-regression complaint vs shell-operator allowlist bypass." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different architecture-specific bugs." + "reason": "Both mention positional encoding, but they are different models and bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." }, { "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Module import failure and arbitrary file-write/RCE are unrelated security/runtime issues." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "Shared-expert gating and a tensor transpose/cast bug affect different DeepSeek-V4 code paths." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "Local-files-only network leakage and processor timestamp calculation are not the same bug." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 configuration guidance and VRAM leakage are unrelated." - }, - { - "left": "issue:45850", - "right": "issue:46218", - "accept": false, - "reason": "A generic model-breaking regression and a specific import error are not the same issue." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Timestamp calculation and missing processor save files are different processor bugs." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "`torch.split` return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." - }, - { - "left": "issue:44261", - "right": "issue:45468", - "accept": false, - "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a different precision/config bug from Gemma-4 audio positional encoding." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are not the same concrete bug." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Processor timestamp math and multi-thread VRAM leakage are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:46218", - "accept": false, - "reason": "Flash Attention 2.0 support for NemotronH and an import error for Qwen3_5ForCausalLM are different model-specific issues." - }, - { - "left": "issue:44351", - "right": "issue:46218", - "accept": false, - "reason": "HybridCache import failure and `Qwen3_5ForCausalLM` import failure are both import issues, but they are different symbols and likely different breakages." + "reason": "Import failure and file-write RCE are unrelated." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "`_get_tied_weight_keys` crashing on list input and `special_tokens` list-vs-dict handling are different attribute/type errors." + "reason": "Tied-weight key crash vs special_tokens list/dict mismatch." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is general behavior drift while the other is a specific decoder-type bug." + "reason": "Both tokenizer/v5 related, but one is a broad behavior report and the other a specific decoder-type bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "A tied-weights helper crash and a CLI incompatibility with `huggingface_hub` are unrelated." + "reason": "Different AttributeError contexts: tied weights vs CLI completion group." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is only a generic title; not enough to prove the same change." + "reason": "Specific GPT2LMHeadModel FA2 support request vs a vague generic FA2 topic." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and a nonspecific 'Unemployment' report are not related." + "reason": "Scheduler kwargs bug and an unrelated title are not the same issue." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "The generic placeholder issue does not match the security RCE report." + "reason": "No shared underlying bug; unrelated titles." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "The generic placeholder issue does not match the shell allowlist bypass report." + "reason": "No shared underlying bug; unrelated titles." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo and a placeholder 'Unemployment' issue are unrelated." + "reason": "Cache-strategy typo vs unrelated 'Unemployment' placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The generic placeholder issue does not match the broad model-breakage complaint." + "reason": "Unrelated placeholder issue vs broad v5 regression report." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights key handling and chat-template crashes with tool calls are different features and failure modes." + "reason": "Tied-weight key crash vs chat-template/tool-call crash." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow `from_pretrained` loading and an import error for `layer_type_validation` are unrelated." + "reason": "Slow checkpoint loading vs an import error are different problems." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing processor save files are different issues." + "reason": "FP8 inference support request vs processor.save_pretrained missing files." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both involve Flash Attention 2.0, but they target different models and opposite outcomes: adding support vs noting lack of support." + "reason": "Both are FA2 support requests, but for different models and not the same concrete code path." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "A BART generate-time mask bug and slow checkpoint loading are unrelated." + "reason": "BART generate mask crash vs slow from_pretrained loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor-parallel training bugs are different problem domains." + "reason": "Checkpoint load performance and tensor-parallel training bug are unrelated." } ] }, @@ -19557,130 +19469,130 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "3217f50ed2deac6cc663e2dc9b680e407db6b129ae92228ead90df58ccf3b828", + "prepared_review_unit_hash": "4d9eb403b4c0f15e7dc283f44d4fda7fb388923400005f2b424b15081b365bdf", "component_budget": { "node_count": 516, "item_count": 516, "soft_pair_count": 1900, - "serialized_chars": 985312, - "estimated_input_tokens": 246328, - "estimated_eval_tokens": 492912 + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 16, - "serialized_chars": 13181, - "estimated_input_tokens": 3296, - "estimated_eval_tokens": 6848 + "serialized_chars": 13180, + "estimated_input_tokens": 3295, + "estimated_eval_tokens": 6846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the issues span unrelated topics (MLflow reporting, checkpoint load performance, docs, model config/type hints, tokenizer warnings, and model-specific bugs). No soft pair looks like the same underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the set is heterogeneous rather than a duplicate group, so no single issue cleanly represents the cluster.", + "summary": "These items are a grab-bag of unrelated issues rather than one coherent duplicate cluster. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43240 is the most broadly framed runtime behavior bug in the set and has the strongest evidence of wider impact (inbound references), so it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; even the closest-looking Qwen3.5/MoE pair refers to different failures (fp8 inference support vs from_pretrained regression).", + "best_issue_reason": "Issue 43240 is the best overall issue candidate because it describes a concrete code-path problem with broader applicability than the mostly model-specific typos, docs, or feature requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "Different problems: MLflow status reporting for failed training jobs vs slow checkpoint loading in from_pretrained." + "reason": "Training-job MLflow reporting failure and slow checkpoint loading are unrelated problems in different code paths." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint load slowness is unrelated to documentation confusion about input_ids/past_key_values." + "reason": "One is about checkpoint load speed; the other is documentation clarity for forward inputs and cache arguments." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Same model family, but not the same bug: fp8 inference support request vs a from_pretrained error on newer transformers." + "reason": "Both mention Qwen3.5 MoE, but one asks for fp8 inference support while the other reports a from_pretrained error in newer transformers; different fixes." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support is unrelated to Qwen3.5 fp8/MoE inference support." + "reason": "Continuous batching for audio models is a different feature gap from Qwen fp8 inference support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different code paths and defects." + "reason": "Mamba init-weights behavior and RoFormer attention-interface usage are distinct model implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model bugs." + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERT config type hint issue is unrelated to a tokenizer regex warning regression." + "reason": "A type-hint error in config is not the same bug as tokenizer regex warnings after a release." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unused ignore_value and missing kwargs propagation to loss calculation are different implementation issues." + "reason": "Unused ignore_value in Mask2Former and missing kwargs in loss calculation are different defects." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention interface behavior." + "reason": "Missing kwargs in loss computation does not match a RoFormer attention-interface implementation issue." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling and tokenizer regex warnings do not share the same underlying bug." + "reason": "These concern different subsystems: segmentation loss handling versus tokenizer warning behavior." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern different models and failure modes: Mask2Former ignore_value vs RoFormer attention interface." + "reason": "Mask2Former ignore_value handling and RoFormer attention interface are unrelated model bugs." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Model ignore_value usage is unrelated to a quantization typo." + "reason": "A Mask2Former loss/ignore-value issue is not the same as a quantization-operation typo." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint in ModernBERTConfig and a typo in quantization naming are not the same defect." + "reason": "Config typing and a quantization typo are different kinds of fixes with no shared code path." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs in loss calculation is unrelated to a config type-hint mismatch." + "reason": "Missing kwargs in loss calculation and an incorrect type hint in ModernBERTConfig are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about Llama4TextL2Norm being RMSNorm is unrelated to ModernBERTConfig norm_eps typing." + "reason": "A question about Llama4 normalization semantics is not the same as a ModernBERT type-hint bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value behavior and a ModernBERT config annotation bug are unrelated." + "reason": "These are separate issues: Mask2Former ignore_value usage versus ModernBERT norm_eps typing." } ] }, @@ -19713,52 +19625,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "910565dc3726af0c0d52186400fc2513f5d0412faf002e03d9ca986276503ce6", + "prepared_review_unit_hash": "c65dc1d4137a41743756baf3779b0efb803692670b7744e1f6ff890f9c3cfac1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests: truncation direction control, ReduceLROnPlateau-like scheduling behavior, and Wav2Vec2 word time offsets. There is no evidence they describe the same underlying bug or change, so all soft links should be rejected.", + "summary": "These three issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. No duplicate cluster is present.", "confidence": 0.98, - "canonical_issue_reason": "Issue #10519 is the clearest, most concrete request and the best representative of the set if one must be chosen, though it is not actually related to the others.", + "canonical_issue_reason": "No single canonical issue: the topics are distinct and do not describe the same underlying bug or feature.", "canonical_pr_reason": null, - "best_issue_reason": "#10519 is the most well-scoped and implementation-oriented issue; the others are separate feature requests in different areas.", + "best_issue_reason": "Issue #10519 is the most concrete and narrowly scoped, but it is not a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features in different domains: token truncation behavior vs Wav2Vec2 word boundary timestamps." + "reason": "Truncation-from-beginning for tokenization and Wav2Vec2 word offsets are unrelated features with different code paths and goals." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One asks for truncation from the beginning; the other asks for ReduceLROnPlateau-like learning-rate scheduling. No shared bug/change." + "reason": "Token truncation behavior and ReduceLROnPlateau-like scheduler functionality are unrelated requests." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Unrelated requests: optimizer scheduling functionality vs extracting word time offsets from Wav2Vec2." + "reason": "A learning-rate scheduler feature request and Wav2Vec2 alignment offsets are different problems and not the same underlying change." } ] }, @@ -19790,7 +19702,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "9186ebba852a3d92a1192c596db65126fa85e682704bd38bcfaf6cea20d43065", + "prepared_review_unit_hash": "fbb005985a132d1dc30f62f70d48bad74f24b5c9b57c006d22113d6407d6eae7", "component_budget": { "node_count": 3, "item_count": 3, @@ -19812,24 +19724,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates as a cluster: one is about Tapas tokenization vs TensorFlow, one is about an auth/error-message problem for private models, and one is a generic model-loading failure for bert-base-uncased. Only the latter two are loosely related by model loading, but the likely root causes and user-facing symptoms are different.", - "confidence": 0.91, - "canonical_issue_reason": "issue #16618 is the broadest and most central model-loading symptom in this set, so it is the best single representative if one must be chosen.", + "summary": "These three issues do not appear to be duplicates of one another. One is about Tapas tokenization differing from TensorFlow code, one is about the error message when downloading a private model without login, and one is a generic inability to load bert-base-uncased.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 16618 is the broadest model-loading report, but the cluster is heterogeneous and does not form a clear duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue #16618 is the most general issue here and the closest to a core loading failure, whereas #15980 is specifically about private-model auth messaging and #13244 is unrelated tokenization behavior.", + "best_issue_reason": "Issue 16618 is the best representative only because it is the most general of the three, not because it clearly matches the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch for Tapas vs a model-loading failure for bert-base-uncased; these are clearly different code paths and bugs." + "reason": "Tapas tokenization mismatch is a different problem from a bert-base-uncased model load failure; no clear same code path or fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is about the error message when downloading a private model without login, while #16618 is a failure to load a public model; similar surface area, but not the same underlying bug." + "reason": "One issue is specifically about private-model auth/error messaging, while the other is a generic model load failure for a public model; they do not look like the same bug." } ] }, @@ -19859,7 +19771,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "29be839fe04288a3272907f39c4d0d1ca3d0521a42c657913eeb80b65843ba49", + "prepared_review_unit_hash": "8b152bd6b98184ab1ee41d409e76ceae9d4a3b0d1da8a4d4846e52943afe7257", "component_budget": { "node_count": 2, "item_count": 2, @@ -19881,18 +19793,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution feature requests for different model/runtime capabilities: Flash Attention 2 support vs GGUF support. They are related only by being architecture-support tracking issues, not the same underlying change.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #26350 is the cleaner canonical issue only because it is older and appears to be the earlier tracking item, but it does not subsume #33260; the two requests target different features.", + "summary": "Both artifacts are open community-contribution feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are related only at a broad subsystem level and are not the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#26350 is marginally better as the representative issue due to earlier creation and similar community-contribution framing, but it should not be treated as a duplicate of #33260.", + "best_issue_reason": "Neither issue is a duplicate of the other; both are standalone feature requests for different architectures/features, so there is no single canonical issue in this pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested capabilities and code paths: Flash Attention 2 support and GGUF support are distinct features, so they should not be merged as duplicates." + "reason": "Different requested features and different implementation targets (Flash Attention 2 vs GGUF); only superficial similarity as community contribution requests." } ] }, @@ -19957,214 +19869,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "77e2b2d67f38a570f8f2823a426f3cd4c44d1b50de25cda61e5547dd4b0c52fa", + "prepared_review_unit_hash": "78e0f3a1b976f7759bede5e5d2309ff762e13a994362ceb540be89ae67881364", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15985, - "estimated_input_tokens": 3997, - "estimated_eval_tokens": 8250 + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15985, - "estimated_input_tokens": 3997, - "estimated_eval_tokens": 8250 + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of separate i18n translation-request issues for different languages, not duplicates. There are two true duplicate subclusters: the identical placeholder-title issues (43834/44365/44370) and the identical Thai-title pair (46222/46226).", - "confidence": 0.91, - "canonical_issue_reason": "issue:43834 is the earliest and clearest representative of the exact-duplicate placeholder-title subcluster, which has the strongest evidence of being the same underlying issue.", + "summary": "This cluster is mostly a mix of distinct docs-translation requests by language, plus a small duplicate subgroup of near-identical placeholder/garbled issues. I would not treat the whole cluster as one duplicate chain.", + "confidence": 0.83, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best canonical anchor because it sits in the largest exact-duplicate set and appears to be the first instance of that repeated placeholder issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language request (Turkish vs placeholder/generic text); similarity is only from the translation-template wording." + "reason": "Different language request (Turkish vs placeholder template); same docs-translation theme only." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language request; not the same underlying issue." + "reason": "Different language request; no evidence they are the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request vs generic placeholder issue; not a duplicate." + "reason": "Turkish-specific request vs generic placeholder issue; not the same change." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Turkish vs Romanian); separate translation tasks." + "reason": "Different language request (Turkish vs Romanian)." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish); separate issues." + "reason": "Different language request (Turkish vs Spanish)." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs generic placeholder issue; similarity is not enough to make them duplicates." + "reason": "Spanish translation request is distinct from the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different target language and distinct request." + "reason": "Spanish-specific request vs placeholder template; not a duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Spanish vs Romanian); not the same issue." + "reason": "Different language requests (Spanish vs Romanian)." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request vs placeholder/generic issue; not a duplicate." + "reason": "Spanish-specific request vs placeholder template; different issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs placeholder/generic issue; distinct." + "reason": "Romanian translation request vs generic placeholder template; not same underlying issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different target language and separate translation request." + "reason": "Romanian-specific request vs placeholder template; different task." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request vs placeholder issue; not the same underlying change." + "reason": "Romanian translation request vs generic placeholder issue; not a duplicate." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request vs unrelated Thai-titled issue; not a duplicate." + "reason": "Different language/subject text; no clear shared underlying issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request vs unrelated Thai-titled issue; not a duplicate." + "reason": "Different language/subject text; no clear shared underlying issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title and near-identical body; same underlying issue." + "reason": "Same placeholder translation issue; titles/bodies appear effectively identical." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same exact placeholder-title issue with essentially identical content." + "reason": "Same placeholder translation issue; near-identical content." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different titles and different apparent requests; similarity is likely just shared template text." + "reason": "High body similarity, but titles differ substantially and no evidence of the same concrete issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different titles and different apparent requests; not the same issue." + "reason": "High similarity only at template level; not enough to confirm same underlying issue." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different topic/title entirely; not the same underlying issue." + "reason": "Different title/content; looks like a separate malformed request." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Exact same placeholder-title issue with nearly identical bodies." + "reason": "Same placeholder translation issue; effectively identical duplicates." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different titles and different requests; not a duplicate." + "reason": "Template similarity only; titles differ and underlying request is unclear." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different titles and different requests; not a duplicate." + "reason": "Template similarity only; insufficient evidence of the same issue." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different topic/title entirely; not the same issue." + "reason": "Different malformed text; not clearly the same issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different titles and different requests; template similarity alone is insufficient." + "reason": "Template similarity only; titles do not match and no explicit linkage." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different titles and different requests; not a duplicate." + "reason": "Template similarity only; not enough to call these duplicates." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different topic/title entirely; not the same underlying issue." + "reason": "Different malformed text; no confident duplicate relationship." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same title and same-length body; clear duplicate." + "reason": "Exact same garbled title and near-identical content; clear duplicate pair." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles and different apparent content; not the same issue." + "reason": "Similar garbled text, but not enough evidence they are the same underlying issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles and different apparent content; not the same issue." + "reason": "Similar garbled text only; titles/content are not clearly the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The duplicate calls for the identical placeholder-title cluster (43834/44365/44370) and the Thai pair (46222/46226) are supported by near-identical titles and very high similarity, while the Turkish/Spanish/Romanian issues are reasonably treated as separate translation requests. I did not see an overreach that would justify rejection." + "feedback": "The summary is grounded in the packet and stays conservative: it separates the language-specific docs-translation issues from the smaller duplicate-looking template/garbled subgroup without claiming the whole cluster is one chain. The accepted soft-edge pairs are limited to very high-similarity/template-identical or exact-title duplicates, which is reasonable here." }, "evaluator_used": true, "retried": false, @@ -20257,238 +20169,238 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "a5b673a8027a2c3b7b5f5a4ce190e1c14777a210b53c0d35136f34a1f7755094", + "prepared_review_unit_hash": "b0668da7490d17616c3620e0fcb35003252145517f3c273ffadd43797200a190", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28614, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "serialized_chars": 28619, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28614, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "serialized_chars": 28619, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are separate model/support requests, not duplicates of one underlying bug or change. The soft-similarity edges are mostly broad topical overlaps (model requests, BERT-like models, audio models), but they do not point to the same concrete implementation or PR merge target.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: this is a loose cluster of distinct model-request issues across unrelated architectures and tasks.", + "summary": "This cluster is a loose collection of unrelated model-request issues, mostly about adding support for different ML models or architecture variants. There is no strong duplicate group; all soft edges should be rejected under strict triage.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate canonical exists here; if forced, issue 42738 is the broadest umbrella request ('BERT-like models with RoPE') among otherwise specific model-addition issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36879 is the cleanest generic representative of the 'add a model' pattern, but it is not a true duplicate anchor for the rest.", + "best_issue_reason": "Issue 42738 is the most general and reusable request in the set, but it still does not duplicate the other model-specific asks.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Both are keypoint matcher requests, but RoMa and LoMa are different models and would not be the same underlying change." + "reason": "Both are keypoint-related, but RoMa matcher and LoMa detector/matcher are different model requests with different scope." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matching vs MiniCPM3 are unrelated model requests." + "reason": "RoMa keypoint matching and MiniCPM3 architecture are unrelated model additions." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are different models with different code paths." + "reason": "EuroBert config support and DEIMv2 are separate model requests with no shared code-path change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support are unrelated." + "reason": "EuroBert config support is unrelated to Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Both are model-add requests, but for different models and different implementations." + "reason": "EuroBert and RF-DETR are different models and different integration work." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are unrelated model requests." + "reason": "EuroBert config support and XiaoMi MiMo are distinct model additions." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection models; not the same concrete change." + "reason": "RF-DETR and DEIMv2 are separate detection models, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR object detection and LFM2.5 Audio support are unrelated." + "reason": "RF-DETR and LFM2.5 Audio are different domains and different model integrations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request target different model families." + "reason": "RF-DETR object detection and OpenAI weight-sparse transformer support are unrelated." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model support requests." + "reason": "RF-DETR and Qwen3-ASR are different model families and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR detection support and Qwen3-TTS support are unrelated." + "reason": "RF-DETR and Qwen3-TTS are unrelated requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are distinct model additions." + "reason": "NeoBERT and Qwen3-ASR are different model additions with no shared fix." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse transformer request do not share the same code path." + "reason": "NeoBERT and circuit-sparsity/circuitgpt are unrelated model requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + "reason": "NeoBERT and LFM2.5 Audio are different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model families and changes." + "reason": "RF-DETR and NeoBERT are separate model integrations, not duplicates." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are both language-model requests but not the same model or implementation." + "reason": "NeoBERT and ModernVBERT are different model add requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are unrelated." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are different tasks and code paths." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse transformer request are different model changes." + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model-support requests." + "reason": "MiniCPM3 and ModernVBERT are separate model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are unrelated model families." + "reason": "MiniCPM3 and Voxtral TTS support are different model integrations." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 detection support and Qwen3-TTS support are different tasks." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model requests." + "reason": "ModernVBERT and Qwen3-TTS are unrelated." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are not the same underlying change." + "reason": "ModernVBERT and XiaoMi MiMo are distinct model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." + "reason": "BERT-like RoPE support and Voxtral TTS are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader architectural feature request, so not a duplicate." + "reason": "ModernVBERT is a specific model request; 42738 is a broader RoPE-related request, not the same change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." + "reason": "BERT-like RoPE support and XiaoMi MiMo are different requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE and a person-name issue are unrelated." + "reason": "BERT-like RoPE support and a user-named issue are not the same model integration." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are unrelated model requests." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are different model changes." + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated models." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are separate model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + "reason": "XiaoMi MiMo and a personal-name issue are not the same underlying request." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different concrete support requests and code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different modalities and separate changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different TTS model requests, not one merged change." + "reason": "Qwen3-TTS support and Voxtral TTS support are different models, not one fix." }, { "left": "issue:43671", @@ -20500,79 +20412,79 @@ "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the sparse transformer request are unrelated." + "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different model additions." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models/tasks." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE target different model families and tasks." + "reason": "Qwen3-ASR and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the sparse transformer request are unrelated." + "reason": "Qwen3-ASR support and the weight-sparse transformer request are distinct." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45027", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated." + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." }, { - "left": "issue:43909", - "right": "issue:46645", + "left": "issue:37015", + "right": "issue:45027", "accept": false, - "reason": "LFM2.5 Audio and SWA+sink for Granite are different code paths." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43837", + "right": "issue:45177", "accept": false, - "reason": "The sparse transformer request and EUPE are different model additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model integrations." }, { - "left": "issue:43837", - "right": "issue:45027", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are both speech-related, but not the same concrete implementation." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:43909", + "right": "issue:46645", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "LFM2.5 Audio and Granite SWA+sink support are unrelated changes." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + "reason": "Weight-sparse transformer support and EUPE are different model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model requests and not one change." + "reason": "EUPE and TIPSv2 are different vision-language models, not duplicates." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and Mirko Privitera are unrelated." + "reason": "ModernVBERT and a personal-name issue are not the same request." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support and a personal-name issue are unrelated." } ] }, @@ -20602,40 +20514,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "3b94eb4da64422a250cc08055d10be98020ee7a09be075f243e242f4888bcc69", + "prepared_review_unit_hash": "a31616c677c3c5e609dd8407fe5cc45f43cde4537f0f78ed9b2b86f43dd0fc6e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests a docs addition for the `pruna` optimization framework, while the other is about a Vision RoPE refactor. They do not describe the same bug, feature, or code change.", + "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. They do not describe the same bug or change.", "confidence": 0.98, - "canonical_issue_reason": "Issue #46443 is the more substantive technical issue; #38740 is a documentation request and not a code-change problem.", + "canonical_issue_reason": "Issue #46443 is the better canonical representative because it is the substantive code-related task in the cluster, whereas #38740 is a closed docs request.", "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the best representative for the cluster only because it is the only concrete engineering issue here; #38740 is documentation-only and clearly separate.", + "best_issue_reason": "Issue #46443 is the strongest standalone issue since it names a concrete implementation refactor in a specific model area and is more likely to anchor related work.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "The titles and contexts are unrelated: docs integration for `pruna` versus a Vision RoPE refactor. No shared bug, code path, or concrete change." + "reason": "Reject: the artifacts concern different things entirely\u2014documentation for an optimization framework versus a Vision RoPE refactor\u2014with no shared files, targets, or concrete code-path overlap." } ] }, @@ -20665,7 +20577,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "a1aceac2b283ecba6f08f825d2d4e0c362d4b16eed665c9f4bec7020e32cb370", + "prepared_review_unit_hash": "838107a07245505430176417a7a482f88c9d147af774ac2143e653b64ec897c2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20687,18 +20599,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a generic request around block decoding, while the other asks for DeepSeek v3.2 support. They describe different feature areas and different underlying work.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated: one asks for \"Set Block Decoding,\" while the other requests \"DeepSeek v3.2 support.\" There is no duplicate relationship here.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #43037 is the more concrete and actionable request; #41084 is too terse and appears to describe a different feature area.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical choice because they target unrelated requests and do not appear to represent the same underlying problem.", + "best_issue_reason": "Issue #43037 is the strongest standalone issue because it names a specific external model support request and is easier to route/triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles and implied scopes are unrelated: block decoding vs model support. There is no evidence they refer to the same bug or change." + "reason": "Different underlying topics: block decoding vs model/version support. The titles and available metadata do not indicate the same bug or change." } ] }, @@ -20728,40 +20640,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "fc6be1c2c12bc505c51aff6b43e6dff884a0fd0d4fc915dfc8e28395b5e7b160", + "prepared_review_unit_hash": "7f630f1206c37bc723b7b83c893a57cfe9dde9c20ea5e9b76df36a78208cf412", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about memory-saving model variants, but they target different components and changes: one is about enabling a TiledFusedLogitsLoss / FLCE flag in `from_pretrained()`, the other about integrating TiledMLP. They do not look like the same underlying bug or feature request.", - "confidence": 0.91, - "canonical_issue_reason": "No clear duplicate: `from_pretrained()` support for TiledFusedLogitsLoss/FLCE is a concrete loading/configuration issue, while TiledMLP integration is a separate model-architecture/memory-footprint feature.", + "summary": "These two issues are about different feature requests in different model components: FLCE flag support in `from_pretrained()` versus integrating TiledMLP for lower memory usage. They do not look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a cluster representative, issue #41306 is more specific and clearly scoped around a single API flag.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the better canonical-style issue because it is narrower and more implementation-specific, with a clearly defined API gap to fix.", + "best_issue_reason": "Issue #41306 is the better representative because it names a concrete integration point (`from_pretrained()`) and a specific mechanism (TiledFusedLogitsLoss / FLCE), making it easier to track.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different targets and likely different code paths; both mention memory/tiled ideas, but one is about FLCE flags in `from_pretrained()`, the other is about adding TiledMLP. Not the same underlying change." + "reason": "Different requested changes: one is about exposing a loss flag in model loading, the other is about adding TiledMLP for memory reduction. No shared code path or same underlying defect is evident." } ] }, @@ -20791,7 +20703,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "e78c8bdb515aaa709f083a633dfa4a5a7ba3ecc754eecf64dc0b8d9931e2a4e7", + "prepared_review_unit_hash": "e07e9b50bb966d52a6560ee1d023695a0d8527c0b49bfd2e62c80a712e118905", "component_budget": { "node_count": 2, "item_count": 2, @@ -20813,18 +20725,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both mention custom trainers, but they address different problems: one is about `remove_unused_column` behavior in `Trainer`, the other is about FLOPS estimation. They are related in theme but not the same underlying bug/change.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43598 is the broader Trainer customizability request and is the better representative of the cluster theme; issue 43600 is a separate FLOPS-estimation concern.", + "summary": "The two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the reports target different Trainer behaviors and do not describe the same bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "43598 is the more central and general Trainer customization issue. 43600 is narrower and targets FLOPS accounting rather than the `remove_unused_column` behavior.", + "best_issue_reason": "If an anchor is needed, #43598 is the broader API/customizability request, but it is still not a duplicate of #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both involve custom trainers, but one concerns `remove_unused_column` handling while the other concerns FLOPS estimation. Different code paths and different fixes; not the same underlying issue." + "reason": "Different underlying problems: #43598 is about `remove_unused_column` customizability, while #43600 is about FLOPS estimation for custom trainers. They do not appear to fix the same code-path issue." } ] }, @@ -20854,7 +20766,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "123974497c515fb4d043066425a66af012bd0dad1587c5ce63ec597508f1ae20", + "prepared_review_unit_hash": "9f4468c0ebc8ca0f5b437b886dd8c394c583d732f8ca650939a581565618c035", "component_budget": { "node_count": 2, "item_count": 2, @@ -20876,18 +20788,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different task heads, so they are not duplicates.", + "summary": "The two issues are about different Qwen variants and different AutoModel entry points: Qwen3-Omni model registration vs Qwen3.5 sequence-classification support. They do not look like the same underlying request.", "confidence": 0.96, - "canonical_issue_reason": "No strong canonical issue: 43684 is broader, but it concerns Qwen3-Omni registration, not the Qwen3.5 sequence-classification support requested in 44405.", + "canonical_issue_reason": "If a representative issue must be chosen, 43684 is the broader umbrella request for Qwen3-Omni registration, but it is not a duplicate of 44405.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the broader model-registration request and is the better representative of this pair, but it should not be treated as the same underlying issue as 44405.", + "best_issue_reason": "43684 is the more general model-registration request and is the better representative of the pair, while 44405 is a distinct AutoModelForSequenceClassification support issue for a different config.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. Different configs and different AutoModel classes." + "reason": "Different model families and different capabilities: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. Not the same bug or change." } ] }, @@ -20924,12 +20836,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "c27b4aa12883f2878fd43e99129c221a868faf32d5d3150724bdf8483da98a5c", + "prepared_review_unit_hash": "fc9078122765600bd9d8eae3d524018ca0adee99d1a3c385c354c61f8cb9fd8e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20937,7 +20849,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20946,55 +20858,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is dominated by three near-empty issues with the same title, \"huggingface \", plus one unrelated issue titled \"Fett\". There is not enough concrete evidence to confidently merge any pair, so all soft edges are rejected.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" issues and is the most reasonable anchor if these are later confirmed to be duplicates, but the evidence is very thin.", + "summary": "Issues #43845, #43846, and #43859 all share the same vague title \"huggingface\" and appear to be likely duplicate or near-duplicate reports; #43835 has a different title and looks separate.", + "confidence": 0.66, + "canonical_issue_reason": "#43845 is the earliest of the likely duplicate \"huggingface\" reports, so it is the best representative for that cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best issue candidate because it is the earliest and most representative of the repeated \"huggingface \" entries; however, this is only a weak selection due to missing content.", + "best_issue_reason": "#43845 is the strongest issue representative because it is the earliest of the similar \"huggingface\" reports and there is no visible detail distinguishing it from the later ones.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared body, targets, or code-path evidence; not enough to treat as the same issue." + "reason": "Different titles and no concrete evidence they describe the same underlying problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence of a shared underlying bug." + "reason": "Different titles and no shared concrete details beyond weak soft similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no substantive overlap beyond generic soft similarity." + "reason": "No concrete indication that \"Fett\" is the same issue as the \"huggingface\" reports." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Same short title, but the bodies are too sparse to confirm they describe the same underlying problem." + "accept": true, + "reason": "Same title and no visible distinguishing details; these likely refer to the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Identical generic title alone is not enough to confirm duplication without issue details or explicit links." + "accept": true, + "reason": "Same vague title and no distinguishing detail visible, so these likely duplicate each other." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Identical generic title alone is insufficient evidence of the same bug or request." + "accept": true, + "reason": "Same title and only soft similarity evidence; they may be duplicates." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster choice is plausible, but the soft-edge reasoning is a bit too strong for the evidence in the packet. In particular, the 43846\u201343859 edge says they have the \"same level of detail,\" but the packet shows different body lengths and no body text, so that claim is not grounded. More conservative wording would be that these issues share the same title and soft similarity, so they may be duplicates. The summary should also stay slightly softer rather than stating they are duplicates outright." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21032,7 +20947,7 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "4500f2d152cd03185cf9bd1dffdb15f3c7a51a5c4ef2572661f0a3c96b813bd6", + "prepared_review_unit_hash": "6e81a1fbddfa96e7cdb4e5f8b589ae62e842e3a6148068d02eb4a01642c07e4e", "component_budget": { "node_count": 6, "item_count": 6, @@ -21054,84 +20969,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by spam-like or vague issue titles with no substantive bodies, so there is no convincing duplicate set. The only non-spam-looking item is a generic documentation suggestion, but it still does not share a concrete bug/change with the others.", - "confidence": 0.39, - "canonical_issue_reason": "No clear canonical issue: the items are too vague and largely spam-like, with no shared concrete problem statement to anchor duplication.", + "summary": "These are not true duplicates; they read as unrelated spam/generic issue posts with no concrete shared bug or change target. None should be clustered as the same underlying report.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the least spammy and most topic-bearing entry, so it is the best representative if one must be chosen, but it is not a strong canonical duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both look like spam placeholders; no shared concrete bug or change." + "reason": "Both are spam-like placeholders with no actionable content; no shared bug, component, or target code path." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both look like spam placeholders; no shared concrete bug or change." + "reason": "Both are spam-like placeholders with no evidence of the same underlying issue or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like, the other is a generic documentation suggestion; not the same underlying issue." + "reason": "One is spam, the other is a generic documentation suggestion; they do not describe the same problem or change." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. community benchmark tip; unrelated." + "reason": "Spam placeholder versus a community benchmark tip; unrelated content and no common fix." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. a Google LLC-related post; no concrete overlap." + "reason": "Spam placeholder versus a named-topic post; no concrete overlap in bug/change intent." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation enhancement vs. spam placeholder; not a duplicate." + "reason": "Generic documentation enhancement and spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation enhancement vs. spam placeholder; not a duplicate." + "reason": "Documentation suggestion versus spam placeholder; no shared actionable problem." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but there is no evidence of the same underlying bug or change." + "reason": "Both are spam-like placeholders, but there is no evidence they refer to the same underlying report or fix." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; unrelated." + "reason": "Spam placeholder versus benchmark tip; unrelated topics with no common code path." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. Google LLC post; unrelated." + "reason": "Spam placeholder versus a named-topic issue; not the same bug or change request." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; unrelated." + "reason": "Spam placeholder versus benchmark tip; no basis to treat as duplicates." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. Google LLC post; unrelated." + "reason": "Spam placeholder versus a named-topic issue; unrelated content and no shared fix." } ] }, @@ -21161,12 +21076,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "9fc47d1185a8f807f124d4545f8cf22b11b6f5fb4998dac8b598e2b0bf838a43", + "prepared_review_unit_hash": "b2f0afa0a68d80f24a7e875cee5b863067cd4ec3ef69605fc594e27431eb4109", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21174,7 +21089,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21183,24 +21098,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair looks highly similar, but the evidence is limited to identical titles and comparable body sizes. I would keep issue 45145 as the canonical record based on earlier creation and inbound references, but I would not fully treat 45151 as a confirmed duplicate on the available evidence alone.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45145 was created first and has more inbound references, so it is the best anchor for this likely duplicate pair.", + "summary": "The two issues have identical titles and similar metadata, but the packet does not expose body content or explicit linkage, so I\u2019d treat them as highly similar rather than confirmed duplicates. #45145 remains the better canonical record because it is earlier and has an inbound reference.", + "confidence": 0.78, + "canonical_issue_reason": "#45145 is earlier and has one inbound reference, so it is the better canonical candidate among these two similar issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45145 is the strongest cluster representative because it is the earliest copy and has the most external reference signal.", + "best_issue_reason": "#45145 is the strongest issue to keep as the canonical record because it predates #45151 and already has linkage from elsewhere.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Identical titles are suggestive, but the packet does not expose body content or other distinguishing evidence proving the same underlying request. Given the limited evidence, this should be treated conservatively and not auto-merged as a duplicate." + "reason": "Same title and close metadata are suggestive, but without body text or explicit cross-links the packet does not justify asserting they are the same underlying issue or an exact duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice (issue:45145) is grounded by earlier creation time and higher inbound references, but the duplicate claim is a bit overstated for the packet: we only know the titles are identical and the body lengths are similar, not that the bodies have the same topic or no material differences. The soft-edge acceptance should be more conservative, and the 0.99 confidence is too strong given the limited evidence." + "feedback": "The canonical-choice rationale is grounded (45145 is earlier and has one inbound reference), but the duplicate/soft-edge verdict is too strong for the packet. We only see identical titles, similar body lengths, and a soft-similarity signal; we do not have body content or explicit linkage to justify stating they are the same underlying issue or an exact duplicate. Please soften this to a cautious similarity-based assessment or reject the edge." }, "evaluator_used": true, "retried": true, @@ -21281,7 +21196,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "4018e43a84aecbf8ed7222b02fd146ca993a516e648d00d0502d13036f2e397c", + "prepared_review_unit_hash": "bd8f8625017c8ba9840f85b1a29c4c3d10ce3700fbd3f23ea3a492a632f17517", "component_budget": { "node_count": 2, "item_count": 2, @@ -21303,18 +21218,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated personal-name/date titles with no body, links, or shared evidence of the same underlying problem. They should not be treated as duplicates.", + "summary": "The two issues are empty, unrelated name/date entries and do not appear to describe the same underlying bug or request.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue stands out; these appear to be two unrelated issues rather than duplicate reports.", + "canonical_issue_reason": "No canonical issue: the titles are distinct personal-name/date placeholders with no body, references, or shared problem context.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong representative for a duplicate cluster because the pair does not describe the same bug or request.", + "best_issue_reason": "Neither issue is a suitable canonical representative; there is no evidence they are duplicates or part of the same report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles reference different people and dates, with no shared description or issue context indicating the same underlying bug/request." + "reason": "Reject: the titles refer to different people and different dates, with no supporting text or linkage indicating the same issue." } ] }, @@ -21344,7 +21259,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "0c0bd312da2a192784468aa4178e72d79e245ac4ddeb912e44f2419fedda7a44", + "prepared_review_unit_hash": "ed93814b8f91bee8f105af8e3da5a0302db1492a4ee3ae9fc9b92678185c2989", "component_budget": { "node_count": 2, "item_count": 2, @@ -21366,7 +21281,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: they are unrelated name/date titles with no bodies, links, or shared context. The only signal is superficial string similarity, which is not enough to cluster them as the same underlying report.", + "summary": "These are two unrelated closed issues with different personal-name titles and no shared evidence of the same bug or request. They should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -21377,7 +21292,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are different personal-name entries with different dates and no issue text or references tying them to the same bug or request." + "reason": "Different names and dates; no indication they describe the same underlying problem or request." } ] }, @@ -21407,7 +21322,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "4541b60e25669c27954eed4298837cde5552d02c02b3bf57bc42e352b1aaafcd", + "prepared_review_unit_hash": "cc0633d687d0904da108d93e19ebc54e49a8edcd044fbaff89f4be0361a9c741", "component_budget": { "node_count": 2, "item_count": 2, @@ -21429,8 +21344,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", - "confidence": 0.96, + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model feature, while the other asks for FP8 training support. They do not describe the same underlying bug or change, so the soft match should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21440,7 +21355,7 @@ "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests in different areas: model class addition vs FP8 training support. No shared code path or same underlying change." + "reason": "Different feature areas and no shared concrete code-path or target; one is model-class support, the other is training precision support." } ] }, @@ -21480,12 +21395,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "b1a72528f0162fdfc33616bb5313bb892ca19c3a02c93e5fcb89efd1e29d9ebb", + "prepared_review_unit_hash": "7428c484b8d184f093e7c62bc0544c79108d7c981dc09497ed61f03f2b44779b", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21493,7 +21408,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21502,69 +21417,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not one duplicate set; it splits into two exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one loosely related dataset promo issue (45869).", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue for the full cluster: 45870/45871 and 45872/45873 are separate exact-duplicate pairs, while 45869 is only loosely related.", + "summary": "There are two strong duplicate-like issue pairs: 45870/45871 and 45872/45873. Their titles and body lengths match exactly, and the soft-similarity is very high, but the packet does not include body text, so they should be treated as likely duplicates rather than proven exact duplicates. Issue 45869 is finance-related but clearly a different request.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best representative of the duplicated 'Example: Financial time series prediction with DataForge' pair because it is the earliest of the two matching issues and has the clearest self-contained title.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be kept as the representative, 45870 is a reasonable pick because it is an exact-duplicate member with the earliest timestamp in the 'Example: Financial time series prediction with DataForge' pair.", + "best_issue_reason": "45870 is the best single issue representative in this packet: it is part of a strong duplicate pair, appears earliest, and is more specific than the broad finance dataset promo issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact types/content: a dataset advertisement versus an example issue. They are only broadly financial-data related, not the same underlying issue." + "reason": "Different artifact and ask: a financial dataset bundle promotion versus a DataForge example request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifact types/content: a dataset advertisement versus an example issue. Shared finance wording is too broad to treat as the same issue." + "reason": "Same broad finance theme, but the concrete request is different from the DataForge example issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and matching metadata suggest these are duplicates describing the same example issue." + "reason": "Identical title, identical body length, and very high soft similarity; likely the same reported issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge and finance, but one is an example prediction issue and the other is a scraping-service topic; not the same underlying request/bug." + "reason": "Shared finance/DataForge wording only; the concrete request is different ('prediction example' vs 'scraping service')." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different concrete topic: prediction example versus scraping service. Similar domain wording is not enough to merge them." + "reason": "Shared finance/DataForge wording only; these describe different underlying requests." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same broad domain only; these describe different example/use-case requests and do not appear to be the same issue." + "reason": "Related broad domain, but the concrete issue content appears different." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same broad domain only; the prediction example and scraping-service issue are distinct." + "reason": "Related broad domain, but the concrete issue content appears different." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and matching metadata indicate they are duplicates of the same DataForge scraping-service issue." + "reason": "Identical title, identical body length, and very high soft similarity; likely the same reported issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is only broadly finance-related. The soft-edge verdicts stay conservative overall." + "accept": false, + "feedback": "The pairwise calls are mostly conservative, but the summary overstates the evidence by calling 45870/45871 and 45872/45873 \"exact duplicate\" pairs. The packet only shows identical titles, identical body lengths, and high soft-similarity; it does not provide the body text needed to confirm exact duplication. A safer summary would say these are likely duplicates or strong matches. The 45869 distinction looks grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21588,40 +21503,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "8b25866e98801dcbbf5aec741b39442d2c32fe7ad51128b7b996d3ae8485d378", + "prepared_review_unit_hash": "7707c1c0502fc6af6c66d9d6373f0b961141a6b9a669f5f1a393b35f2137ae2d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is a shape corruption/runtime error during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They are related, but not clearly the same underlying bug from the titles alone.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader/root failure mode (`early_initialization` corrupting linear-attention shapes) rather than a model-specific symptom.", + "summary": "These look related to static-cache / linear-attention failures, but they describe different failure modes: one is a shape corruption leading to `RuntimeError`, the other is a `KeyError` for `linear_attention` in Qwen3.5. I would not merge them as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 46439 is the more general, diagnostic report: it names the static-cache `early_initialization` path and the concrete shape corruption in linear-attention layers, which reads like the underlying bug description.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative for the cluster since it names the likely underlying static-cache/linear-attention initialization bug in a more general form.", + "best_issue_reason": "Issue 46439 is the best standalone issue because it states the mechanism and the observed bad shapes/runtime failure more clearly than the Qwen3.5-specific crash report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache/linear-attention crashes, but one is a shape/runtime corruption and the other is a `KeyError`; not enough evidence they are the same underlying bug." + "reason": "Related symptoms in the same area, but not clearly the same underlying bug. One is a shape corruption / `RuntimeError`, the other is a missing `linear_attention` key causing a `KeyError`; that is too different for duplicate triage." } ] }, @@ -21651,12 +21566,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "fc720e21e9df5fb7aa3cb331480a3268e3c73646506cca324269a47784d7f219", + "prepared_review_unit_hash": "6125ce8342f1befc021bacd72853b0cad7460b9ec5bec5f6a22c3c121d07d2af", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21664,7 +21579,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21673,24 +21588,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "46551 and 46552 are very likely the same Wav2Vec2CTCTokenizer v5 bug report; 46552 is the better canonical issue because it is still open and already has inbound references.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 46552 is the best canonical thread because it is open and already attracting inbound references, while 46551 appears to be a duplicate or parallel report.", + "summary": "These two issues are highly likely duplicates: they have identical titles, identical body lengths, and strong soft-similarity. The open issue is the better canonical thread, but the available data does not let us prove the bodies are fully identical.", + "confidence": 0.96, + "canonical_issue_reason": "issue #46552 is open, has inbound references, and matches the other report exactly by title and body length, so it is the best representative thread.", "canonical_pr_reason": null, - "best_issue_reason": "46552 is the strongest issue to keep as the main tracker since it is active, has inbound references, and matches the same reported behavior.", + "best_issue_reason": "issue #46552 is the best single issue to keep because it is open and appears to be the active report for the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same body length, and a soft-similarity signal strongly suggest the same underlying issue; this looks like a likely duplicate/same issue cluster rather than separate reports." + "reason": "Highly likely duplicate reports: identical titles, identical body lengths, and strong soft-similarity. The bodies are not shown, so this is a conservative duplicate call rather than a claim of perfect identity." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice is grounded (46552 is open and has inbound references), but the soft-edge verdict overstates the evidence. The packet shows identical titles, equal body length, and a soft-similarity signal, but not the full bodies, so 'identical title and body' is too strong. This should be phrased more conservatively as a likely duplicate or same issue cluster." + "feedback": "The conclusion is plausible, but the summary overstates the evidence. The packet shows identical titles, identical body lengths, and strong soft-similarity, but it does not expose the issue bodies, so saying they are \"exact duplicates\" and that there are \"no conflicting details\" is too strong. Please downgrade to conservative wording such as \"highly likely duplicates\" or \"same bug report by title/similarity.\"" }, "evaluator_used": true, "retried": true, @@ -21717,7 +21632,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "c3989388cf72bd73339e740afaa05d6e647953287696d876a11659298fb7e9a2", + "prepared_review_unit_hash": "aa45362ed3578e10d1ee4e307f9e2f173383ca9bf1cc6e918e5a11cdb61d5eea", "component_budget": { "node_count": 2, "item_count": 2, @@ -21739,18 +21654,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports OOM after several epochs in RT-DETR v2. They share only a broad training context, not the same concrete failure mode.", + "summary": "The two issues do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory condition after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #46657 is the more concrete, code-path-specific bug report (tensor size mismatch); #46692 is a separate training resource issue and does not subsume it.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the clearer, more concrete bug report, but it should not be treated as the same underlying problem as 46692.", + "best_issue_reason": "#46657 is the strongest representative issue for this cluster because it is more specific and actionable, but it should not be treated as the same problem as #46692.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs memory exhaustion after epochs. They are related only at a high level (training failures)." + "reason": "Different symptoms and likely different root causes: shape mismatch versus OOM after epochs. Shared training context is not enough to treat them as the same bug." } ] }, @@ -21780,40 +21695,40 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "4832aef7f75ed776dc16c236a25a5853f5bc6344b151852af76aea86b9da6e6d", + "prepared_review_unit_hash": "34b89f41f35909168644598bf71f912f5248ac864d099b61139d0c0edf59ca7b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different bug reports: one about ZeRO-3 zero.Init failing to partition a composite language submodule and causing OOM on multi-GPU load, and another about 4-bit load_in_4bit + device_map='auto' incorrectly dispatching to CPU despite available memory. They do not look like the same underlying issue.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue for this cluster; the reports target distinct loading/dispatch code paths and different failure modes.", + "summary": "These two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning failure causing OOM during multi-GPU load, the other is a 4-bit device_map/max_memory dispatch bug that incorrectly sends modules to CPU and raises ValueError.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more specific and actionable bug report, with a clear model/component boundary and a concrete failure mode (composite submodule not partitioned under ZeRO-3 leading to OOM).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the more specific and self-contained report, but only as a representative example of its own bug\u2014not as a duplicate of 46823.", + "best_issue_reason": "Issue 46822 is the best representative because it describes a distinct, well-scoped loading/partitioning failure with direct runtime impact and clearer bug localization.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different failure modes and subsystems: ZeRO-3 partitioning/OOM vs 4-bit device_map CPU dispatch ValueError; they are not the same bug." + "reason": "Different underlying bugs and code paths: ZeRO-3 zero.Init partitioning/OOM vs 4-bit device_map='auto' + max_memory CPU dispatch/ValueError. They are only loosely similar as model-loading failures." } ] }, @@ -21896,12 +21811,12 @@ "issue:47037|issue:47182", "issue:47091|issue:47182" ], - "prepared_review_unit_hash": "571100d706d84a21c78bea2aa959acfbff02fc908e4e47540dd00e24dd99cd04", + "prepared_review_unit_hash": "003815c924f7f34b667487d535d25cd4468c4c26b9d0a4aa852c3cdcc00753f7", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 22744, + "serialized_chars": 22742, "estimated_input_tokens": 5686, "estimated_eval_tokens": 11628 }, @@ -21909,7 +21824,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 22744, + "serialized_chars": 22742, "estimated_input_tokens": 5686, "estimated_eval_tokens": 11628 }, @@ -21918,18 +21833,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates of one another; they are a sequence of daily '[serge] integration failure triage' issues for different dates. The only plausible canonical anchor is the latest open report, but the soft pairs should all stay separate because they represent distinct triage instances, not one underlying bug.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 47182 is the latest open triage thread and the most appropriate live anchor for the series if one representative must be chosen.", + "summary": "These are daily [serge] integration-failure triage issues with the same template title but different dates and likely different failure runs, so they should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "If a representative is needed, issue 47182 is the most recent open triage thread, but it should not be treated as a duplicate canonical for the earlier dated reports.", "canonical_pr_reason": null, - "best_issue_reason": "47182 is the best issue candidate because it is open, most recent, and already has an inbound reference, making it the most current representative of the ongoing triage series.", + "best_issue_reason": "Issue 47182 is the best single representative because it is the latest active triage issue and likely the current coordination point.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but different dates; this is a recurring report series, not the same underlying issue." + "reason": "Same triage template, but different dates imply separate integration-failure runs, not the same underlying bug." }, { "left": "issue:46906", @@ -21941,253 +21856,247 @@ "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These are date-stamped triage reports for separate days, not duplicates of one bug." + "reason": "These are dated triage reports for different days, so they should remain separate issues." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same series name, but each issue corresponds to a distinct day\u2019s integration triage." + "reason": "Same broad topic, but each issue appears to cover a distinct day\u2019s integration failure triage." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Recurring triage thread across dates; not one merged change or bug." + "reason": "Title similarity alone is not enough; these look like separate daily triage reports." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent daily reports, but still separate triage entries for different days." + "reason": "Different dates and likely different CI runs; not enough evidence of one underlying bug." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different dates indicate separate incidents or triage runs." + "reason": "These are consecutive triage threads, not the same failure report." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same title pattern only; no indication of the same underlying failure." + "reason": "The matching template hides likely per-day differences; do not merge." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "These are separate date-specific triage issues, not duplicates." + "reason": "Separate dated triage issues; same subsystem mention does not indicate a duplicate." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Daily triage reports with different dates; not the same issue." + "reason": "Different daily triage reports, so they are not the same issue." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "No shared concrete bug/change, just the same recurring triage label." + "reason": "No concrete shared failure is shown beyond the template title." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Different-day integration triage threads; not mergeable as duplicates." + "reason": "These appear to be distinct day-by-day integration triage entries." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Separate date-stamped reports for different triage days." + "reason": "Different dates indicate distinct triage artifacts, not one bug." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same series, different day; not the same underlying problem." + "reason": "Same recurring triage pattern, but no evidence of the same underlying failure." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "These appear to be independent daily triage entries rather than one bug report." - }, - { - "left": "issue:46985", - "right": "issue:46998", - "accept": false, - "reason": "Distinct daily reports; the shared title is only a template." + "reason": "These are separate daily reports, not mergeable duplicates." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Different dates and likely different failures/triage outcomes." + "reason": "The shared title format is generic; the dated entries should stay separate." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "No evidence of a single concrete issue; just the same recurring triage naming." + "reason": "Different triage days; no sign of one concrete bug spanning both." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Separate daily integration triage issues, not the same bug." + "reason": "These look like successive integration-failure triage issues, not duplicates." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Date-specific triage reports; not duplicates." + "reason": "No shared failure details are available, only a repeated triage template." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Recurring triage series only; no shared concrete code-path problem shown." + "reason": "Different dates and likely different failing test instances; reject duplication." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Each issue is for a different day\u2019s triage, so they should stay separate." + "reason": "Separate daily triage entries, not the same concrete issue." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Different daily report instances; not one underlying issue." + "reason": "The titles match only at a template level; these are distinct reports." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Same subsystem label but different dates; not the same bug." + "reason": "These are different dated triage issues for the same broad area, but not the same bug." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "These are separate triage threads, not a single fix target." + "reason": "No evidence that the integration failure described is identical across days." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Different daily reports with no concrete evidence of duplicate failure." + "reason": "Same recurring triage series, but each issue is a separate daily record." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Only the triage series matches; the underlying report is date-specific." + "reason": "Different day, different triage thread; do not collapse them." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Separate daily triage entries rather than duplicate bug reports." + "reason": "These are separate integration-failure triage instances, not one underlying bug." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Different dates, different triage instances." + "reason": "The date-specific triage reports should remain distinct." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same recurring title, but not the same concrete issue." + "reason": "Different dates and no concrete shared failure evidence." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "These are distinct daily integration-failure triage reports." + "reason": "Same template, but separate daily integration-failure reports." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "No evidence of a single shared failure; the date-stamped triage reports are separate." + "reason": "The entries are date-partitioned triage issues, not duplicates." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Recurring triage thread across different dates, not duplicate content." + "reason": "No indication these report the same underlying failure." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Different daily reports; not the same underlying bug or change." + "reason": "Different days, different triage artifacts; reject." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Separate date-specific triage issues." + "reason": "They look like independent daily failure triage issues." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Consecutive daily triage reports, but still distinct reports for different dates." + "reason": "Even though the content likely follows the same template, these are distinct dated triage issues." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "These are daily triage entries, not the same incident." + "reason": "Separate daily integration-failure reports rather than one bug." }, { "left": "issue:47053", "right": "issue:47120", "accept": false, - "reason": "Same series label only; no concrete duplicate bug evidence." + "reason": "No evidence of the same concrete failure across these dates." }, { "left": "issue:47049", "right": "issue:47120", "accept": false, - "reason": "Different day, different triage issue." + "reason": "These are recurring triage threads, but not the same underlying issue." }, { "left": "issue:46998", "right": "issue:47120", "accept": false, - "reason": "These are separate daily integration-failure triage threads." + "reason": "Date-specific triage entries should not be merged." }, { "left": "issue:47102", "right": "issue:47182", "accept": false, - "reason": "Adjacent date-stamped triage reports; not one underlying bug." + "reason": "These are sequential daily triage issues, not duplicates." }, { "left": "issue:47053", "right": "issue:47182", "accept": false, - "reason": "Recurring triage series, but the reports are for different days." + "reason": "Same broad subsystem, but no proof of the same failure." }, { "left": "issue:47037", "right": "issue:47182", "accept": false, - "reason": "Same template, different date; not duplicate issues." + "reason": "Generic title similarity is insufficient to treat these as the same issue." }, { "left": "issue:47091", "right": "issue:47182", "accept": false, - "reason": "These are separate daily triage reports rather than the same concrete problem." + "reason": "Different dated triage runs; do not accept as duplicates." } ] }, @@ -22217,7 +22126,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "5ee0e843c733d59d0781c11043f2519e2b4b76a8439eec520560c08855806da1", + "prepared_review_unit_hash": "68ceda5e60b03b7453007423a7e8055395152c4cae09a81a7029a9a037efedfa", "component_budget": { "node_count": 2, "item_count": 2, @@ -22239,27 +22148,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have the same title and appear to describe the same RWKV7 support request, so they are duplicates. Issue #46984 is the better canonical issue because it has slightly more discussion/activity.", - "confidence": 0.98, - "canonical_issue_reason": "#46984 is the stronger canonical issue because it has the same title and a bit more discussion activity, suggesting it is the more complete thread.", + "summary": "The two closed issues have identical titles and strong soft-similarity signals, so they are reasonable to cluster together; #46983 is the best representative issue, but the evidence supports this conservatively rather than definitively.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #46983 is a good canonical choice because it is the earlier of two issues with the same title and a strong similarity signal, making it a reasonable representative for the RWKV7 support request.", "canonical_pr_reason": null, - "best_issue_reason": "#46984 best represents the cluster: same request, same title, and more engagement than #46983.", + "best_issue_reason": "#46983 is the best issue for the cluster because it was created slightly earlier and is as representative as #46984 for this same-looking RWKV7 model support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and highly similar content indicate the same underlying feature request for RWKV7 model support." + "reason": "Accept: the issues share the exact title and the packet shows a strong similarity signal, so they plausibly describe the same feature request." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both issues have the same title, similar bodies, and the pair shows strong soft similarity (Jaccard 0.84). Choosing #46984 as canonical is also supported by its slightly higher discussion activity. The soft-edge verdict is conservative enough for the evidence available." + "accept": false, + "feedback": "The clustering is plausible, but the writeup is a bit too strong for the evidence in the packet. The packet supports identical titles and a soft similarity signal, but it does not directly prove the issues are 'near-identical' in content or that they are definitively the same underlying request. The confidence (0.98) and phrasing like 'exact title match' plus 'near-identical reports' should be softened to stay conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22283,7 +22192,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "8c7e73ccb9f4776dd9eee88e83448be89944567ed54bc595af6bcc7ccc0a4c37", + "prepared_review_unit_hash": "998a60be9616ce64b1416f7fee384c0d215fda9dce6a79c12b469ce8a61c3709", "component_budget": { "node_count": 2, "item_count": 2, @@ -22305,18 +22214,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are broad, article-like issue posts about AI-driven vulnerability discovery, but they describe different framing and scope rather than the same concrete bug or task. I would not merge them as duplicates.", - "confidence": 0.8, - "canonical_issue_reason": "Issue 47015 is the cleaner, more general title for the shared AI-vulnerability-discovery theme, so it is the better representative if one issue must stand in for the topic.", + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not read like the same underlying bug or change. They appear to be separate submissions about related concepts, so the soft duplicate link should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #47015 is the broader, more general framing of AI-driven vulnerability discovery and has the larger body, so it is the better representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the best single issue to keep because it is the most concise and topic-level representative of the pair.", + "best_issue_reason": "Issue #47015 is the best single issue to represent this cluster because it is the most general umbrella description of the topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The titles overlap on AI-assisted vulnerability discovery, but one is framed as lessons from using advanced LLMs while the other is a novel transformers-based cybersecurity system. They read like related discussion posts, not the same underlying issue." + "reason": "High topical overlap, but both are broad article-like issue titles about AI-assisted vulnerability discovery rather than the same concrete bug/report. No shared targets or filenames, and nothing indicates one is a duplicate of the other." } ] }, @@ -22346,12 +22255,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "03e53e5a2a1a0c970aeb807634a7a7170cf60f39362a322af780a142d5eed12e", + "prepared_review_unit_hash": "f439a08eafbad24951205d97857e97576a0100fc35c25b1026def9f48238176e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22359,7 +22268,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22368,24 +22277,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two items are very likely duplicate issue reports: they have exactly the same title and nearly identical metadata, differing only in creation time and inbound references. Because the issue bodies are not available here, the duplicate call should be made conservatively, but the evidence is still strong enough to cluster them together.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 47138 is the best canonical issue because it was created first and, based on the available metadata, appears indistinguishable from 47139.", + "summary": "The two open issues are duplicates with identical titles and bodies. I\u2019d avoid claiming a true canonical issue from timing alone; if one must be picked as the representative, issue:47139 is safer because it already has inbound references.", + "confidence": 0.95, + "canonical_issue_reason": "No strong canonical signal from the packet; both issues are identical duplicates, and the 25-second creation gap alone is not enough to assert issue:47138 as canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47138 is the best representative for the cluster because it is the earliest of the two matching reports and no distinguishing details are visible in the packet.", + "best_issue_reason": "issue:47139 is the better single issue to keep because it has inbound references and serves as the more visible duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "The titles match exactly and the surrounding metadata is nearly identical, which strongly suggests the same underlying bug report; however, this conclusion is based on metadata only, since the bodies are not shown." + "reason": "Same title and same reported bug; this is a straightforward duplicate-issue pair." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate-issue hypothesis is plausible from the packet because the titles match exactly and the metadata is nearly identical, but the analyst overstates the evidence by calling them \u2018textually identical\u2019 and asserting the \u2018same apparent bug description\u2019 without seeing the issue bodies. This should be phrased more conservatively, with lower confidence, since only the titles and metadata are available." + "feedback": "The duplicate-issue conclusion is grounded, but the canonical choice is not conservative enough. The packet shows both issues are identical, yet issue:47139\u2014not 47138\u2014has the inbound references, so saying 47138 is the likely original/canonical issue overstates the evidence. A safer summary would note they are duplicates and avoid asserting a canonical issue based only on the 25-second creation difference." }, "evaluator_used": true, "retried": true, @@ -22404,7 +22313,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-51", + "cluster_id": "cluster-40546-49", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22413,10 +22322,8 @@ "pull_request:46267", "pull_request:46376", "pull_request:46395", - "pull_request:46658", "pull_request:46836", "pull_request:46848", - "pull_request:46895", "pull_request:46903", "pull_request:46912", "pull_request:46954", @@ -22436,7 +22343,6 @@ "pull_request:47090", "pull_request:47093", "pull_request:47096", - "pull_request:47100", "pull_request:47108", "pull_request:47113", "pull_request:47142", @@ -22450,35 +22356,45 @@ "pull_request:47180", "pull_request:47181", "pull_request:47184", - "pull_request:47188", - "pull_request:47189", - "pull_request:47190", - "pull_request:47191" + "pull_request:47198", + "pull_request:47200", + "pull_request:47201", + "pull_request:47202", + "pull_request:47204" ], "soft_pairs": [ "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:47200", "pull_request:46903|pull_request:46958", "pull_request:46954|pull_request:46958", "pull_request:46958|pull_request:46974", "pull_request:47072|pull_request:47089", + "pull_request:47201|pull_request:47202", + "pull_request:47202|pull_request:47204", "pull_request:47077|pull_request:47078", + "pull_request:47108|pull_request:47202", "pull_request:46848|pull_request:47180", "pull_request:47173|pull_request:47184", "pull_request:46266|pull_request:46957", "pull_request:47166|pull_request:47173", "pull_request:44517|pull_request:47082", + "pull_request:47035|pull_request:47202", "pull_request:47034|pull_request:47035", "pull_request:46912|pull_request:47179", "pull_request:47163|pull_request:47173", "pull_request:46995|pull_request:47163", + "pull_request:46376|pull_request:47202", "pull_request:46395|pull_request:47181", + "pull_request:47180|pull_request:47201", "pull_request:47069|pull_request:47089", + "pull_request:47003|pull_request:47204", "pull_request:46196|pull_request:46995", - "pull_request:46912|pull_request:47173", "pull_request:46376|pull_request:46995", "pull_request:47089|pull_request:47113", + "pull_request:46912|pull_request:47173", "pull_request:46995|pull_request:47181", "pull_request:46995|pull_request:47143", + "pull_request:47035|pull_request:47201", "pull_request:47082|pull_request:47108", "pull_request:46196|pull_request:47179", "pull_request:46267|pull_request:47181", @@ -22487,387 +22403,709 @@ "pull_request:47093|pull_request:47143", "pull_request:47175|pull_request:47179", "pull_request:47093|pull_request:47163", - "pull_request:47093|pull_request:47189", - "pull_request:47093|pull_request:47191", + "pull_request:46376|pull_request:47201", "pull_request:47163|pull_request:47179", + "pull_request:47180|pull_request:47204", "pull_request:46912|pull_request:47078", "pull_request:46836|pull_request:47178", + "pull_request:47108|pull_request:47204", + "pull_request:47142|pull_request:47173", "pull_request:47082|pull_request:47181", "pull_request:46912|pull_request:47082", - "pull_request:47142|pull_request:47173", "pull_request:47082|pull_request:47175", "pull_request:47035|pull_request:47089", - "pull_request:47100|pull_request:47142", + "pull_request:47035|pull_request:47198", "pull_request:47179|pull_request:47181", + "pull_request:47035|pull_request:47204", "pull_request:46196|pull_request:46376", "pull_request:46266|pull_request:46376", - "pull_request:47035|pull_request:47113", - "pull_request:47100|pull_request:47113", "pull_request:47035|pull_request:47069", - "pull_request:46266|pull_request:47034", - "pull_request:47100|pull_request:47189", - "pull_request:47100|pull_request:47191", + "pull_request:47035|pull_request:47113", "pull_request:47069|pull_request:47113", + "pull_request:46266|pull_request:47034", "pull_request:47034|pull_request:47108", "pull_request:46957|pull_request:47108", - "pull_request:47100|pull_request:47188", - "pull_request:46658|pull_request:47108", "pull_request:46376|pull_request:47077", "pull_request:47069|pull_request:47082", "pull_request:46912|pull_request:47077", "pull_request:47003|pull_request:47178", - "pull_request:46836|pull_request:47108", "pull_request:43451|pull_request:47078", "pull_request:47078|pull_request:47096", - "pull_request:46895|pull_request:47188", - "pull_request:46895|pull_request:47190" + "pull_request:47003|pull_request:47078", + "pull_request:47113|pull_request:47175", + "pull_request:43451|pull_request:46266", + "pull_request:46266|pull_request:47096" ], - "prepared_review_unit_hash": "145ec458946e93379be85aa7249b0090f15b47d18e4e79d8b2e1e08731557404", + "prepared_review_unit_hash": "d51b35160d4bc51d216bf5a20b81c9a8c63eafcf0923682974c05d9db7200921", "component_budget": { - "node_count": 51, - "item_count": 51, - "soft_pair_count": 158, - "serialized_chars": 182588, - "estimated_input_tokens": 45647, - "estimated_eval_tokens": 91550 + "node_count": 49, + "item_count": 49, + "soft_pair_count": 149, + "serialized_chars": 179008, + "estimated_input_tokens": 44752, + "estimated_eval_tokens": 89760 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 65, - "serialized_chars": 131753, - "estimated_input_tokens": 32939, - "estimated_eval_tokens": 66134 + "node_count": 46, + "item_count": 46, + "soft_pair_count": 72, + "serialized_chars": 131130, + "estimated_input_tokens": 32783, + "estimated_eval_tokens": 65822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated model-addition, docs, and infra PRs. The only real duplicate family is the CohereASR training-loss double-shift fixes; the rest share at most a subsystem or filenames, not the same change.", - "confidence": 0.86, + "summary": "This set is mostly a grab bag of unrelated PRs, but there is a clear duplicate subcluster around CohereASR training-loss double-shift fixes. The CohereASR PRs all touch the same loss path and are plausible consolidation candidates; the rest are mostly same-subsystem but different changes (docs, tests, exporter infra, new models) and should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46903 is the best anchor for the only real duplicate family: it fixes the CohereASR loss double-shift and is the broader earlier patch, while the later CohereASR PRs are narrower variants of the same bugfix.", + "canonical_pr_reason": "PR 47090 is the cleanest representative of the only true duplicate subcluster: it directly fixes the CohereASR training-loss double-shift bug, has an explicit issue target, and stays narrowly focused on the affected loss code path.", "best_issue_reason": null, - "best_pr_reason": "PR 46903 is the strongest representative of the cluster's only duplicate-like thread, with the clearest code-path fix and the broadest scope around the CohereASR loss bug.", + "best_pr_reason": "PR 47090 is the best global representative because it is the most focused, clearly scoped fix for the shared CohereASR bug and is easier to consolidate against than the broader multi-model variant in 46903.", "soft_edge_verdicts": [ { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss double-shift bug in `forward`; both patches stop the extra causal-loss shift on the same code path." + "reason": "Same CohereASR training-loss double-shift bug in the same forward loss path; the later PR is just a refinement of the same fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47200", + "accept": true, + "reason": "Both PRs fix the same CohereASR label-shift loss bug in the same code path, with only the implementation style differing." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift bug and same loss-computation path, despite using a different implementation style." + "reason": "Same underlying CohereASR training-loss double-shift problem; both modify the same loss computation and are mergeable into one fix." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Different bugs: Pytest v9 fp32-module handling vs CohereASR training loss." + "reason": "Unrelated fixes: Pytest-v9 fp32-module handling in GLM-ASR vs CohereASR loss shifting." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Unrelated model fixes: CohereASR loss computation vs MusicGen generation typo." + "reason": "Different models and bugs: CohereASR loss shifting vs a Musicgen generate typo." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Different concerns: chat schema enum parsing vs AqlmConfig validation/error text." + "reason": "Different concerns: chat-template JSON schema enum parsing vs AqlmConfig error-message text." + }, + { + "left": "pull_request:47201", + "right": "pull_request:47202", + "accept": false, + "reason": "Both are exporter/docker-related, but one changes ExecuTorch test backend setup and the other removes an old CI docker-image builder; not the same code-path bug/change." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Related to CPU exporter test environment, but one deletes a CI docker workflow while the other adds ONNX/ExecuTorch deps to torch-light; not the same concrete change." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but they are distinct doc changes, not the same underlying fix." + "reason": "Both are Japanese docs edits, but they are different documentation changes and not the same underlying change." }, { "left": "pull_request:46848", "right": "pull_request:47180", "accept": false, - "reason": "Device-mismatch fix in msa_attention is unrelated to Bark semantic offloading." + "reason": "Different bugs in different models: msa_attention device mismatch vs Bark semantic offload mismatch." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Test expectation updates for different models and accelerators; not the same change." + "reason": "Both are test expectation updates, but for different models and different accelerator support changes." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Broad generation/modernization work vs finegrained FP8 decode-optimization changes; not one bug or patch." + "reason": "Different scope: DINOv2 modern-standard checkpoint conversion work vs finegrained FP8 generation optimization." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test updates vs XPU expectation fixes; different test targets and issues." + "reason": "Different test areas: quantization output expectations vs XPU expectation fixes across vision/VL models." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Different model additions (Qwen3-TTS vs RoMa) even though they touch auto/model registration files." + "reason": "Different model additions: Qwen3-TTS vs RoMa keypoint matcher; same auto-registration patterns are not enough to merge them." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47202", + "accept": false, + "reason": "Torch-compile backend default for Neuron is unrelated to docker/ExecuTorch test-image changes." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Neuron SFT experiment scaffold vs a TrainingArguments backend default tweak; related ecosystem, different change." + "reason": "Related to Neuron tooling, but one is a training script and the other is a torch-compile default; not the same underlying fix." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test expansion vs Granite SWA model support; not the same code-path problem." + "reason": "Both touch model math/tests, but they are different models and different issues (RoPE tests vs Granite SWA model support)." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Paged-attention XPU test support and XPU expectation fixes are separate test changes." + "reason": "Different test files and different accelerator-targeted expectation updates." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "MLU availability check vs XPU paged-attention tests; unrelated." + "reason": "Import-availability change for flash linear attention is unrelated to paged-attention XPU tests." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support is unrelated to docker/ExecuTorch test-image cleanup." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Param2MoE model support and Cosmos3 Edge model support are different additions." + "reason": "Both are new model support PRs, but for different architectures and unrelated implementations." + }, + { + "left": "pull_request:47180", + "right": "pull_request:47201", + "accept": false, + "reason": "Bark offload fix vs ExecuTorch exporter test backend setup are unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47089", "accept": false, - "reason": "Config property nullability vs AqlmConfig type-check messages; unrelated." + "reason": "Configuration property typing change vs AqlmConfig error-message wording; not the same bug." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:47003", + "right": "pull_request:47204", "accept": false, - "reason": "SDPA dispatch work for audio models vs flash-linear-attention MLU support; different integrations." + "reason": "OpenVINO exporter work is much broader than adding ONNX/ExecuTorch deps to torch-light; not the same concrete change." }, { - "left": "pull_request:46912", - "right": "pull_request:47173", + "left": "pull_request:46196", + "right": "pull_request:46995", "accept": false, - "reason": "RoPE tests and XPU expectation fixes are not the same bug/change." + "reason": "SDPA dispatch support for wav2vec2-family audio models is unrelated to flash-linear-attention availability detection." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Continuous batching multimodal support vs MLU flash-linear-attention availability; different features." + "reason": "Continuous batching multimodal support and flash-linear-attention availability are different features with no shared code-path bug." }, { "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "AqlmConfig validation vs audio requirements decorators; unrelated." + "reason": "Quantization config error-message cleanup vs backend-requirement decorators for audio processors; unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47181", + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE test expansion and XPU expectation fixes are both testing-oriented, but they target different model families and problems." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", "accept": false, - "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + "reason": "Feature availability predicate vs new Cosmos3 Edge model support; different parts of the stack." }, { "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "MLU backend availability check vs NeuCodec model support; different scopes." + "reason": "Availability check utility vs NeuCodec model addition are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47089", + "accept": false, + "reason": "Neuron compile backend default and AqlmConfig error messages are unrelated changes." }, { "left": "pull_request:47082", + "right": "pull_request:47181", + "accept": false, + "reason": "RoMa keypoint matcher support and Cosmos3 Edge model support are separate model additions." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47113", + "accept": false, + "reason": "Neuron compile backend default and audio backend requirement decorators are different infra changes." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "Return-type typing for num_labels vs backend requirement annotations; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "DINO conversion/standards work is unrelated to Neuron SFT training scripts." + }, + { + "left": "pull_request:47034", "right": "pull_request:47108", "accept": false, - "reason": "Model registration for RoMa vs doc-builder pin comment cleanup; no shared bug or change." + "reason": "Neuron training setup and doc-builder pin comment cleanup are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47078", + "accept": false, + "reason": "OpenVINO exporter feature work and Japanese doc wording updates are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47175", + "accept": false, + "reason": "RoMa model support and Olmo3 CI expectation tweaks are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "Config property typing and RoMa model registration are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE test coverage and RoMa model support are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47175", + "accept": false, + "reason": "Different areas: model registration vs CI expectation updates." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47201", + "accept": false, + "reason": "Neuron compile backend default and ExecuTorch exporter test image changes are separate infra concerns." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47181", + "accept": false, + "reason": "Two different model-support PRs with no shared bug or implementation." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47204", + "accept": false, + "reason": "Neuron compile backend default vs docker dependency additions for exporter tests are unrelated." }, { "left": "pull_request:46196", + "right": "pull_request:46376", + "accept": false, + "reason": "Audio SDPA dispatch support and continuous batching multimodal support are different features." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46376", + "accept": false, + "reason": "DINO conversion/modernization and continuous batching multimodal support are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47069", + "accept": false, + "reason": "Different changes in different files: Neuron compile backend vs config property typing." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47113", + "accept": false, + "reason": "Neuron compile backend default and audio processor backend requirements are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "Property return-type typing and backend requirement decorators are different fixes." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "Different areas: model conversion/modernization vs Neuron SFT scripts." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47108", + "accept": false, + "reason": "Training-script work for Neuron does not match a docs-builder comment cleanup." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47108", + "accept": false, + "reason": "FP8 decode optimization and doc-builder pin comment cleanup are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47077", + "accept": false, + "reason": "Continuous batching work and Japanese docs translation are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47077", + "accept": false, + "reason": "RoPE test updates and Japanese documentation translation are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "OpenVINO exporter support and SigLIP path fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Molmo2 model addition and Japanese wording/doc updates are unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47096", + "accept": false, + "reason": "Japanese docs wording changes and exportable Kimi model support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47078", + "accept": false, + "reason": "OpenVINO exporter feature work and Japanese docs wording changes are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Audio backend requirement decorators and Olmo3 CI expectation updates are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 model addition and DINO conversion mapping changes are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47096", + "accept": false, + "reason": "DINO modernization and exportable Kimi support are unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47082", + "accept": false, + "reason": "Neuron training scripts and RoMa model support are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47179", + "accept": false, + "reason": "RoMa keypoint matcher and Granite-SWA model support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "OpenVINO exporter support and SigLIP checkpoint-path fixes are unrelated." + }, + { + "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "SDPA dispatch support vs Granite SWA model support; different model work." + "reason": "CI expectation updates for Olmo3 and Granite-SWA model support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47078", + "accept": false, + "reason": "OpenVINO exporter work and Japanese docs wording updates are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47078", + "accept": false, + "reason": "FP8 decode optimization and Japanese docs wording changes are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47175", + "accept": false, + "reason": "RoMa model support and Olmo3 CI expectation changes are unrelated." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47143", + "accept": false, + "reason": "Cosmos3 Edge model support and NeuCodec model support are different additions." + }, + { + "left": "pull_request:47180", + "right": "pull_request:47204", + "accept": false, + "reason": "Bark offload bug fix and exporter test dependency additions are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47204", + "accept": false, + "reason": "Doc-builder pin comment cleanup and exporter test dependency setup are unrelated." }, { - "left": "pull_request:46267", + "left": "pull_request:47143", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing refactor vs Cosmos3 Edge model support; unrelated." + "reason": "NeuCodec and Cosmos3 Edge are separate model-support PRs." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test adjustments and XPU expectation updates are unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "OpenPangu-V2 model support and Cosmos3 Edge model support are different model additions." + "reason": "OpenPangu-V2 model addition and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model support vs NeuCodec model support; unrelated model additions." + "reason": "OpenPangu-V2 model addition and NeuCodec model support are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47113", + "left": "pull_request:47180", + "right": "pull_request:47201", "accept": false, - "reason": "Audio SDPA dispatch support vs audio feature/proc requirements decorators; different fixes." + "reason": "Bark semantic offload fix vs ExecuTorch CPU exporter test backend changes are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:47069", + "right": "pull_request:47089", "accept": false, - "reason": "Model support addition vs paged-attention XPU test support; unrelated." + "reason": "num_labels return-type change and AqlmConfig error-message cleanup are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47181", + "accept": false, + "reason": "OpenVINO exporter feature work and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:47093", - "right": "pull_request:47189", + "right": "pull_request:47181", "accept": false, - "reason": "OpenPangu-V2 model support vs TrainingArguments epsilon validation; unrelated." + "reason": "OpenPangu-V2 and Cosmos3 Edge are different model-support PRs." }, { "left": "pull_request:47093", - "right": "pull_request:47191", + "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model support vs TrainingArguments weight decay validation; unrelated." + "reason": "OpenPangu-V2 and NeuCodec are different model-support PRs." }, { - "left": "pull_request:47163", + "left": "pull_request:47096", "right": "pull_request:47179", "accept": false, - "reason": "XPU paged-attention tests vs Granite SWA model support; different changes." + "reason": "Exportable Kimi support and Granite-SWA model support are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47078", + "left": "pull_request:47096", + "right": "pull_request:47181", "accept": false, - "reason": "RoPE testing changes vs Japanese docs wording/links; not the same underlying fix." + "reason": "Exportable Kimi support and Cosmos3 Edge model support are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47178", + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Paged-attention XPU tests and Qwen3-Next multi-accelerator test updates are different test changes." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder pin comment cleanup and removing the CPU/light docker-image builder are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47108", "accept": false, - "reason": "Unlimited OCR model support vs SigLIP checkpoint path fixes; unrelated." + "reason": "Neuron backend default and doc-builder comment cleanup are unrelated." }, { "left": "pull_request:47082", - "right": "pull_request:47181", + "right": "pull_request:47096", "accept": false, - "reason": "RoMa model registration vs Cosmos3 Edge model support; distinct model additions." + "reason": "RoMa keypoint matcher support and exportable Kimi support are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47082", + "left": "pull_request:47003", + "right": "pull_request:47181", "accept": false, - "reason": "RoPE tests and RoMa model registration are unrelated." + "reason": "OpenVINO exporter support and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47181", "accept": false, - "reason": "Granite SWA and Cosmos3 Edge are separate model supports." + "reason": "Granite-SWA model support and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47082", + "accept": false, + "reason": "Neuron torch-compile backend and RoMa model support are unrelated." }, { "left": "pull_request:46196", - "right": "pull_request:46376", + "right": "pull_request:47179", "accept": false, - "reason": "SDPA attention dispatch work vs multimodal continuous batching; different systems." + "reason": "Wav2Vec2-family SDPA dispatch and Granite-SWA model support are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47034", + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "Modernization/optimization work vs Neuron SFT experiment scaffolding; not a duplicate." + "reason": "Flash linear attention availability and paged-attention test additions are unrelated." }, { - "left": "pull_request:47100", - "right": "pull_request:47142", + "left": "pull_request:46376", + "right": "pull_request:46995", "accept": false, - "reason": "kernels API compatibility fix vs pipeline generator refactor; unrelated." + "reason": "Continuous batching multimodal support and flash-linear-attention availability are unrelated." }, { - "left": "pull_request:47035", + "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "Torch-compile backend default vs audio requirement annotations; different concerns." + "reason": "AqlmConfig error-message cleanup and audio backend requirements are unrelated." }, { - "left": "pull_request:47100", - "right": "pull_request:47189", + "left": "pull_request:46912", + "right": "pull_request:47173", "accept": false, - "reason": "kernels compatibility fix vs TrainingArguments epsilon validation; unrelated." + "reason": "RoPE tests and XPU expectations are different test concerns." }, { - "left": "pull_request:47100", - "right": "pull_request:47191", + "left": "pull_request:46995", + "right": "pull_request:47181", "accept": false, - "reason": "kernels compatibility fix vs TrainingArguments weight decay validation; unrelated." + "reason": "Availability helper change and new model support are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "Flash-linear-attention availability and NeuCodec support are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47089", + "accept": false, + "reason": "Neuron backend default and AqlmConfig error-message text are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47113", + "accept": false, + "reason": "Neuron backend default and audio backend requirement decorators are unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47113", "accept": false, - "reason": "num_labels nullability vs audio requirement decorators; unrelated." + "reason": "Config property typing and audio backend requirements are unrelated." }, { - "left": "pull_request:47034", - "right": "pull_request:47108", + "left": "pull_request:46266", + "right": "pull_request:47034", "accept": false, - "reason": "Neuron experiment code vs doc-builder comment cleanup; unrelated." + "reason": "DINO modernization and Neuron training script work are unrelated." }, { - "left": "pull_request:46957", + "left": "pull_request:47034", "right": "pull_request:47108", "accept": false, - "reason": "FP8 generation optimization vs documentation workflow comment cleanup; unrelated." + "reason": "Neuron training script work and doc-builder comment cleanup are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47108", + "left": "pull_request:47003", + "right": "pull_request:47078", "accept": false, - "reason": "Step-3.7-Flash model build/convert work vs doc-builder pin comment cleanup; unrelated." + "reason": "OpenVINO exporter support and Japanese docs wording updates are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47077", + "left": "pull_request:47143", + "right": "pull_request:47181", "accept": false, - "reason": "Continuous batching changes vs Japanese docs translation; different areas." + "reason": "NeuCodec and Cosmos3 Edge are separate model additions." }, { - "left": "pull_request:46912", - "right": "pull_request:47077", + "left": "pull_request:47082", + "right": "pull_request:47179", "accept": false, - "reason": "RoPE tests vs Japanese DistilBERT doc translation; unrelated." + "reason": "RoMa matcher support and Granite-SWA support are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47178", + "left": "pull_request:47093", + "right": "pull_request:47181", "accept": false, - "reason": "OpenVINO exporter support vs SigLIP hardcoded-path fixes; unrelated." + "reason": "OpenPangu-V2 and Cosmos3 Edge are different model additions." }, { - "left": "pull_request:46895", - "right": "pull_request:47188", + "left": "pull_request:47180", + "right": "pull_request:47204", "accept": false, - "reason": "CohereASR training-loss fix vs ViTConfig dropout validation; unrelated." + "reason": "Bark device-mismatch fix and exporter dependency additions are unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47190", + "left": "pull_request:47201", + "right": "pull_request:47202", "accept": false, - "reason": "CohereASR training-loss fix vs TrainingArguments beta validation; unrelated." + "reason": "Both are exporter/infra related, but they address different maintenance tasks and not the same bug or change." } ] }, @@ -22889,13 +23127,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-51", + "cluster_id": "cluster-40546-49", "nodes": [ "pull_request:40546", "pull_request:43451", "pull_request:44517", "pull_request:46196", - "pull_request:46266", "pull_request:46376", "pull_request:46658", "pull_request:46836", @@ -22905,10 +23142,8 @@ "pull_request:46958", "pull_request:47003", "pull_request:47034", - "pull_request:47035", "pull_request:47069", "pull_request:47077", - "pull_request:47078", "pull_request:47089", "pull_request:47090", "pull_request:47096", @@ -22922,74 +23157,61 @@ "pull_request:47180", "pull_request:47181", "pull_request:47184", - "pull_request:47188", - "pull_request:47189", - "pull_request:47190", - "pull_request:47191", - "pull_request:47192", - "pull_request:47193" + "pull_request:47198", + "pull_request:47200", + "pull_request:47201", + "pull_request:47204" ], "soft_pairs": [ - "pull_request:46895|pull_request:47192", - "pull_request:47003|pull_request:47078", - "pull_request:43451|pull_request:46266", - "pull_request:46266|pull_request:47096", - "pull_request:47113|pull_request:47175", "pull_request:46912|pull_request:47113", "pull_request:44517|pull_request:47181", + "pull_request:46376|pull_request:47198", + "pull_request:46895|pull_request:47180", "pull_request:43451|pull_request:44517", "pull_request:46912|pull_request:47142", - "pull_request:44517|pull_request:47189", - "pull_request:47089|pull_request:47189", "pull_request:47069|pull_request:47175", + "pull_request:44517|pull_request:47143", + "pull_request:46658|pull_request:46895", + "pull_request:47142|pull_request:47198", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", "pull_request:46957|pull_request:47003", "pull_request:47178|pull_request:47180", "pull_request:46376|pull_request:47184", - "pull_request:46957|pull_request:47189", + "pull_request:47077|pull_request:47198", + "pull_request:46957|pull_request:47143", + "pull_request:43451|pull_request:47089", "pull_request:43451|pull_request:47142", "pull_request:47096|pull_request:47142", + "pull_request:46895|pull_request:47200", + "pull_request:47090|pull_request:47200", + "pull_request:46958|pull_request:47200", "pull_request:46895|pull_request:47090", "pull_request:46958|pull_request:47090", "pull_request:46895|pull_request:46958", + "pull_request:47201|pull_request:47204", "pull_request:47166|pull_request:47184", "pull_request:46912|pull_request:47175", - "pull_request:47188|pull_request:47192", "pull_request:46658|pull_request:46836", "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", - "pull_request:47188|pull_request:47190", - "pull_request:47190|pull_request:47192", - "pull_request:47189|pull_request:47191", - "pull_request:47189|pull_request:47190", - "pull_request:47190|pull_request:47191", "pull_request:43451|pull_request:46836", - "pull_request:46836|pull_request:47189", - "pull_request:46836|pull_request:47191", "pull_request:46376|pull_request:47181", "pull_request:46836|pull_request:47143", + "pull_request:46836|pull_request:47163", "pull_request:47143|pull_request:47181", "pull_request:46376|pull_request:47143", + "pull_request:46836|pull_request:47181", "pull_request:47163|pull_request:47181", "pull_request:46376|pull_request:47163", - "pull_request:47188|pull_request:47189", - "pull_request:47188|pull_request:47191", - "pull_request:47189|pull_request:47192", - "pull_request:47189|pull_request:47193", - "pull_request:47191|pull_request:47192", - "pull_request:47191|pull_request:47193", "pull_request:46376|pull_request:47034", - "pull_request:47188|pull_request:47193", - "pull_request:47190|pull_request:47193", - "pull_request:47192|pull_request:47193", "pull_request:46658|pull_request:47143", "pull_request:46196|pull_request:47143", "pull_request:47143|pull_request:47163", "pull_request:47077|pull_request:47181", "pull_request:46196|pull_request:47163", - "pull_request:43451|pull_request:47181", "pull_request:43451|pull_request:47077", + "pull_request:47181|pull_request:47198", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:47175", "pull_request:47096|pull_request:47175", @@ -22997,340 +23219,387 @@ "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47096", "pull_request:46658|pull_request:47003", - "pull_request:47035|pull_request:47175", "pull_request:43451|pull_request:47143", - "pull_request:43451|pull_request:47189", - "pull_request:43451|pull_request:47191", - "pull_request:43451|pull_request:47163" + "pull_request:43451|pull_request:47163", + "pull_request:43451|pull_request:47198", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47180", + "pull_request:47034|pull_request:47096", + "pull_request:47096|pull_request:47180", + "pull_request:43451|pull_request:47166", + "pull_request:47096|pull_request:47166", + "pull_request:43451|pull_request:47184", + "pull_request:47003|pull_request:47034", + "pull_request:47003|pull_request:47180", + "pull_request:43451|pull_request:47181" ], - "prepared_review_unit_hash": "26257c44b7d612d5ce19a7af1320d462cc5cff61a1bd5feab55c382c4da157a2", + "prepared_review_unit_hash": "f4fe873272b61705fc07a740fb8653f64105d333a686b2a3dcab31e48fbfb63b", "component_budget": { - "node_count": 51, - "item_count": 51, - "soft_pair_count": 158, - "serialized_chars": 182588, - "estimated_input_tokens": 45647, - "estimated_eval_tokens": 91550 + "node_count": 49, + "item_count": 49, + "soft_pair_count": 149, + "serialized_chars": 179008, + "estimated_input_tokens": 44752, + "estimated_eval_tokens": 89760 }, "budget": { - "node_count": 37, - "item_count": 37, + "node_count": 32, + "item_count": 32, "soft_pair_count": 72, - "serialized_chars": 112094, - "estimated_input_tokens": 28024, - "estimated_eval_tokens": 56304 + "serialized_chars": 103771, + "estimated_input_tokens": 25943, + "estimated_eval_tokens": 52142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only the CohereASR training-loss fixes form a real duplicate cluster; the rest are unrelated changes across models, docs, tests, or distinct config validations.", - "confidence": 0.96, + "summary": "This cluster is mostly a false-positive mix of unrelated model additions, docs, tests, and exporter changes. The only true duplicate group is the CohereASR training-loss double-shift fixes, which all target the same code path and issue.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the best representative of the CohereASR duplicate cluster: it targets the shared loss double-shift bug on the same model files and applies the most complete fix by passing the pre-shifted labels through the loss path without breaking num_items_in_batch handling.", + "canonical_pr_reason": "PR 47090 is the best representative of the CohereASR bug fixes: it clearly describes the double-shift problem and preserves the shared loss helper behavior, making it the cleanest canonical duplicate among the four CohereASR variants.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest standalone PR for this bugfix because it addresses the exact CohereASR training-loss double-shift path with clear commentary and a precise implementation, making it the most mergeable canonical change.", + "best_pr_reason": "PR 47090 is the strongest single PR for the underlying CohereASR bug: it is explicit about training against the correct labels, keeps the loss utility in place, and is more precise than the direct CrossEntropyLoss variant.", "soft_edge_verdicts": [ { - "left": "pull_request:46895", - "right": "pull_request:47192", - "accept": false, - "reason": "Different problems: CohereASR loss-shift fix vs GPT2 dropout validation. Same broad repo area, but unrelated code paths." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47078", - "accept": false, - "reason": "Unrelated changes: OpenVINO exporter work vs Japanese docs wording/translation." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46266", - "accept": false, - "reason": "Both add model support, but for different models and different code paths; not the same underlying change." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47096", + "left": "pull_request:46912", + "right": "pull_request:47113", "accept": false, - "reason": "Different features: Dino modernization/conversion mapping vs exportable Kimi support." + "reason": "RoPE test updates and audio feature/proc requirement fixes are unrelated changes." }, { - "left": "pull_request:47113", - "right": "pull_request:47175", + "left": "pull_request:44517", + "right": "pull_request:47181", "accept": false, - "reason": "Unrelated test/config changes in different areas: audio requirements vs Olmo3 CI expectation updates." + "reason": "Both add model support, but for different models and different code paths; not the same change." }, { - "left": "pull_request:46912", - "right": "pull_request:47113", + "left": "pull_request:46376", + "right": "pull_request:47198", "accept": false, - "reason": "Different subsystems and bugs: RoPE tests vs audio feature/processor requirement fixes." + "reason": "Continuous batching multimodal support and vLLM backend exportability fixes are separate problems." }, { - "left": "pull_request:44517", - "right": "pull_request:47181", + "left": "pull_request:46895", + "right": "pull_request:47180", "accept": false, - "reason": "Both are model-support PRs, but for different models; they do not fix the same concrete change." + "reason": "CohereASR loss-shift fix and Bark device offload mismatch are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Different model additions (Molmo2 vs Qwen3 TTS), so not duplicates." + "reason": "Molmo2 and Qwen3-TTS are distinct model additions." }, { "left": "pull_request:46912", "right": "pull_request:47142", "accept": false, - "reason": "RoPE test updates and pipeline generator cleanup are unrelated changes." + "reason": "RoPE test expansion and pipeline generator cleanup do not address the same bug." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "A num_labels typing change and OLMo3 CI expectation updates are unrelated." }, { "left": "pull_request:44517", - "right": "pull_request:47189", + "right": "pull_request:47143", "accept": false, - "reason": "Model support PR vs TrainingArguments validation; no shared bug or code path." + "reason": "Different model support additions with no shared underlying bug or feature." }, { - "left": "pull_request:47089", - "right": "pull_request:47189", + "left": "pull_request:46658", + "right": "pull_request:46895", "accept": false, - "reason": "Both are validation tweaks, but for different config fields and different failure modes." + "reason": "Step3.7 Flash scaffolding and CohereASR training-loss fixes are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47175", + "left": "pull_request:47142", + "right": "pull_request:47198", "accept": false, - "reason": "Unrelated: num_labels property typing vs Olmo3 CI expectation changes." + "reason": "Pipeline generator handling and GPTNeoX/GPTBigCode backend support are separate changes." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model support and finegrained FP8 kernel changes are unrelated." + "reason": "Molmo2 model support and OpenVINO exporter support are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47096", "accept": false, - "reason": "Different workstreams: FP8 decoding optimization vs exportability for a Kimi model." + "reason": "OpenVINO exporter work and Kimi exportability changes are different exporter/code-path tasks." }, { "left": "pull_request:46957", "right": "pull_request:47003", "accept": false, - "reason": "Finegrained FP8 optimization and OpenVINO exporter introduction are unrelated." + "reason": "OpenVINO exporter support and OpenVINO-HF exporter integration are not the same concrete fix." }, { "left": "pull_request:47178", "right": "pull_request:47180", "accept": false, - "reason": "SigLIP checkpoint path fix and Bark CPU offload mismatch fix are different bugs in different files." + "reason": "SigLIP checkpoint path fixes and Bark offload device mismatch are unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47184", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to Qwen3Next test coverage changes." + "reason": "Continuous batching multimodal support and Qwen3Next test decorator changes are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47198", + "accept": false, + "reason": "Japanese docs translation and backend export support are not the same change." }, { "left": "pull_request:46957", - "right": "pull_request:47189", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter work and NeuCodec model support are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47089", "accept": false, - "reason": "FP8 runtime changes vs TrainingArguments epsilon validation are unrelated." + "reason": "Molmo2 model support and AqlmConfig error-message cleanup are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47142", "accept": false, - "reason": "Molmo2 model addition and pipeline generator cleanup are not the same change." + "reason": "Molmo2 model support and pipeline generator cleanup are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47142", "accept": false, - "reason": "Exportable Kimi support and pipeline generator cleanup touch different code paths and goals." + "reason": "Kimi exportability and pipeline generator cleanup are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47200", + "accept": true, + "reason": "Both fix the same CohereASR double-shift training-loss bug in the same model code path." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47200", + "accept": true, + "reason": "These are duplicate CohereASR fixes for the same training-loss label-shift issue." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47200", + "accept": true, + "reason": "Same CohereASR double-label-shift problem, just with a different implementation." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug on the same files; both PRs fix the identical loss path." + "reason": "Both target the same CohereASR loss-shift bug and would plausibly collapse into one PR." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same underlying CohereASR bug and same code path; 47090 is just a more precise implementation of the same fix." + "reason": "Same underlying CohereASR double-shift issue; the PRs differ only in implementation detail." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both are the same CohereASR double-shift fix touching the same model code and test files." + "reason": "Both are fixes for the same CohereASR training-loss double-shift bug." + }, + { + "left": "pull_request:47201", + "right": "pull_request:47204", + "accept": false, + "reason": "Both concern exporter test environments, but one is workflow/backend setup and the other is docker image dependencies; not the same concrete fix." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Different test updates for different features/models; no shared bug or code path." + "reason": "Quantization test tweaks and Qwen3Next accelerator test renaming are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE-related test changes are unrelated to Olmo3 CI expectation refreshes." - }, - { - "left": "pull_request:47188", - "right": "pull_request:47192", - "accept": false, - "reason": "Both add range checks, but for different configs and different parameters; not the same bug or PR." + "reason": "RoPE testing changes and OLMo3 CI expectation updates are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Both are model-support PRs, but for different models and unrelated implementation stacks." + "reason": "Step3.7 Flash work and Unlimited OCR model support are different model additions." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU testing and quantization test extensions are unrelated." + "reason": "Paged-attention XPU test additions and GPTQ quantization test changes are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Different test areas: paged attention support vs Qwen3Next multi-accelerator test adjustments." - }, - { - "left": "pull_request:47188", - "right": "pull_request:47190", - "accept": false, - "reason": "ViT dropout validation and TrainingArguments beta validation are distinct checks on different settings." + "reason": "Different test suites for different features; not the same bug or change." }, { - "left": "pull_request:47190", - "right": "pull_request:47192", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "Different validation targets: TrainingArguments betas vs GPT2 dropout probabilities." + "reason": "Molmo2 and Unlimited OCR are separate model additions." }, { - "left": "pull_request:47189", - "right": "pull_request:47191", + "left": "pull_request:46376", + "right": "pull_request:47181", "accept": false, - "reason": "Both validate TrainingArguments values, but they cover different hyperparameters and different constraints." + "reason": "Continuous batching multimodal support and Cosmos3 Edge model support are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46836", + "right": "pull_request:47143", "accept": false, - "reason": "Different model additions (Molmo2 vs Unlimited OCR), so not duplicates." + "reason": "Unlimited OCR and NeuCodec are distinct model additions." }, { "left": "pull_request:46836", - "right": "pull_request:47189", + "right": "pull_request:47163", "accept": false, - "reason": "Unlimited OCR model support and TrainingArguments epsilon validation are unrelated." + "reason": "Model support work and XPU paged-attention tests are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47191", + "left": "pull_request:47143", + "right": "pull_request:47181", "accept": false, - "reason": "Unlimited OCR model support and weight_decay validation are unrelated changes." + "reason": "NeuCodec and Cosmos3 Edge are different model support additions." }, { "left": "pull_request:46376", - "right": "pull_request:47181", + "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to Cosmos3 Edge model support." + "reason": "Continuous batching multimodal support and NeuCodec model support are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:47198", "accept": false, - "reason": "Different model integrations: Unlimited OCR vs NeuCodec." + "reason": "Molmo2 model support and GPTNeoX/GPTBigCode backend fixes are unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47181", + "left": "pull_request:46658", + "right": "pull_request:47143", "accept": false, - "reason": "NeuCodec and Cosmos3 Edge are different model additions with different code paths." + "reason": "Step3.7 Flash work and NeuCodec support are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47163", + "left": "pull_request:46196", + "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching core changes and paged-attention XPU tests are not the same bug/change." + "reason": "SDPA attention support and NeuCodec model addition are unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47181", + "left": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Japanese DistilBERT docs translation is unrelated to Cosmos3 Edge model support." + "reason": "NeuCodec support and XPU paged-attention tests are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47143", + "left": "pull_request:46376", + "right": "pull_request:47163", "accept": false, - "reason": "Wav2vec2 SDPA dispatch support and NeuCodec model support are unrelated changes." + "reason": "Continuous batching multimodal support and paged-attention XPU tests are not the same underlying change." }, { - "left": "pull_request:43451", - "right": "pull_request:47181", + "left": "pull_request:47181", + "right": "pull_request:47198", "accept": false, - "reason": "Molmo2 and Cosmos3 Edge are separate model-support PRs." + "reason": "Cosmos3 Edge model support and GPT backend export fixes are unrelated." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are different model additions with no shared concrete fix." + "reason": "VibeVoice and Molmo2 are separate model additions; shared docs/auto-mapping files are incidental." }, { "left": "pull_request:43451", "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model support and Olmo3 CI expectation tweaks are unrelated." + "reason": "Molmo2 model support and OLMo3 CI test updates are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:47096", + "right": "pull_request:47175", "accept": false, - "reason": "Step 3.7 Flash support and NeuCodec support are separate model integrations." + "reason": "Kimi exportability changes and OLMo3 CI test updates are unrelated." }, { - "left": "pull_request:47035", + "left": "pull_request:47003", "right": "pull_request:47175", "accept": false, - "reason": "Torch-compile backend defaults and Olmo3 CI expectations are unrelated." + "reason": "OpenVINO exporter support and OLMo3 CI test updates are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47143", + "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 and NeuCodec are distinct model additions." + "reason": "Molmo2 and Step3.7 Flash are different model additions." }, { "left": "pull_request:43451", - "right": "pull_request:47189", + "right": "pull_request:47143", "accept": false, - "reason": "Model support work and TrainingArguments epsilon validation are unrelated." + "reason": "Molmo2 and NeuCodec are unrelated model additions." }, { "left": "pull_request:43451", - "right": "pull_request:47191", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 support and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter integration and Kimi exportability fixes do not target the same concrete code path." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47180", + "accept": false, + "reason": "OpenVINO exporter support and Bark device-offload fix are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47166", + "accept": false, + "reason": "OpenVINO exporter work and quantization test updates are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47184", "accept": false, - "reason": "Molmo2 model support and weight_decay validation are unrelated." + "reason": "OpenVINO exporter support and accelerator-specific test renames are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47163", + "right": "pull_request:47181", "accept": false, - "reason": "Molmo2 model support and paged-attention XPU tests are unrelated." + "reason": "Molmo2 and Cosmos3 Edge are separate model additions." } ] }, @@ -23352,198 +23621,79 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-51", + "cluster_id": "cluster-40546-49", "nodes": [ - "pull_request:43451", "pull_request:47003", - "pull_request:47034", - "pull_request:47035", "pull_request:47096", "pull_request:47143", - "pull_request:47166", - "pull_request:47180", - "pull_request:47184", - "pull_request:47188", - "pull_request:47189", - "pull_request:47191" + "pull_request:47163", + "pull_request:47180" ], "soft_pairs": [ - "pull_request:43451|pull_request:47188", - "pull_request:43451|pull_request:47096", - "pull_request:43451|pull_request:47003", - "pull_request:47003|pull_request:47096", - "pull_request:43451|pull_request:47034", - "pull_request:43451|pull_request:47180", - "pull_request:47034|pull_request:47096", - "pull_request:47096|pull_request:47180", - "pull_request:43451|pull_request:47166", - "pull_request:47096|pull_request:47166", - "pull_request:43451|pull_request:47184", - "pull_request:43451|pull_request:47035", - "pull_request:47003|pull_request:47034", - "pull_request:47003|pull_request:47180", - "pull_request:47096|pull_request:47189", - "pull_request:47096|pull_request:47191", - "pull_request:47003|pull_request:47189", - "pull_request:47003|pull_request:47191", - "pull_request:47180|pull_request:47189", "pull_request:47096|pull_request:47143", - "pull_request:47003|pull_request:47143" + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47003|pull_request:47163", + "pull_request:47143|pull_request:47180" ], - "prepared_review_unit_hash": "eb7e9fccedf1c59188f37004fbb9dc16f80a944cd53627d9517b61da68dd93b5", + "prepared_review_unit_hash": "4404dfbe70739110c7eb4829a2a500eeadfe400b5a40e8f330ef3168be0dc4d1", "component_budget": { - "node_count": 51, - "item_count": 51, - "soft_pair_count": 158, - "serialized_chars": 182588, - "estimated_input_tokens": 45647, - "estimated_eval_tokens": 91550 + "node_count": 49, + "item_count": 49, + "soft_pair_count": 149, + "serialized_chars": 179008, + "estimated_input_tokens": 44752, + "estimated_eval_tokens": 89760 }, "budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 21, - "serialized_chars": 30984, - "estimated_input_tokens": 7746, - "estimated_eval_tokens": 15748 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 13155, + "estimated_input_tokens": 3289, + "estimated_eval_tokens": 6834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated PRs: new model additions (Molmo2, NeuCodec), exporter work (OpenVINO, Kimi exportability), Neuron/Trainium training changes, a Bark device-offload fix, test-only updates, and separate validation guards. I don\u2019t see any pair that is the same concrete bug or change.", + "summary": "These PRs are not duplicates: they cover unrelated work across exporting, a new model, test coverage, and a Bark offload bug fix. The high similarity scores appear to come from generic Hugging Face/transformers change patterns rather than the same underlying code path.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for this cluster; the items target different subsystems and different change intents, so there is no single underlying change to deduplicate around.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If one must be picked as the most substantial representative, PR 47143 (NeuCodec) is the broadest self-contained feature addition, but it is not a duplicate of the others.", "soft_edge_verdicts": [ - { - "left": "pull_request:43451", - "right": "pull_request:47188", - "accept": false, - "reason": "Different model additions: Molmo2 support vs ViT config validation." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47096", - "accept": false, - "reason": "Molmo2 model implementation/docs vs exportability fixes for Kimi K2.5." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47003", - "accept": false, - "reason": "Molmo2 model addition vs OpenVINO exporter feature work." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47096", - "accept": false, - "reason": "Both touch exporters, but one adds OpenVINO exporter support and the other adjusts export paths for Kimi; different changes and code paths." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47034", - "accept": false, - "reason": "Molmo2 model support is unrelated to the Trainium LoRA finetuning script changes." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47180", - "accept": false, - "reason": "Molmo2 model addition vs Bark CPU-offload device mismatch fix." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47096", - "accept": false, - "reason": "Trainium finetuning workflow vs model exportability fixes; not the same bug/change." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47180", - "accept": false, - "reason": "Exporter changes vs Bark runtime offload fix; different subsystems and failure modes." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47166", - "accept": false, - "reason": "Molmo2 model addition vs quantization test updates for GPTQ/MXFP4." - }, { "left": "pull_request:47096", - "right": "pull_request:47166", - "accept": false, - "reason": "Exporter code vs quantization test-only changes; no shared concrete fix." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47184", - "accept": false, - "reason": "Molmo2 support vs test harness updates for Qwen3-Next/VideOMT." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47035", - "accept": false, - "reason": "Molmo2 model addition vs torch.compile backend defaulting to neuron." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47034", + "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter feature vs Neuron training script; same broad hardware theme, but not the same change." + "reason": "Different features in different areas: Kimi exportability vs. adding a new NeuCodec model. They do not fix the same code path or belong in one merged PR." }, { "left": "pull_request:47003", - "right": "pull_request:47180", - "accept": false, - "reason": "OpenVINO exporter work is unrelated to Bark\u2019s CPU offload bug." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47189", + "right": "pull_request:47143", "accept": false, - "reason": "Exporter plumbing vs a new adam_epsilon validation check in TrainingArguments." + "reason": "OpenVINO exporter integration and NeuCodec model support are unrelated changes with different filenames, APIs, and goals." }, { "left": "pull_request:47096", - "right": "pull_request:47191", - "accept": false, - "reason": "Exporter plumbing vs a separate weight_decay validation check in TrainingArguments." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47189", + "right": "pull_request:47163", "accept": false, - "reason": "OpenVINO exporter feature and adam_epsilon validation are unrelated." + "reason": "Exportability work for Kimi and XPU paged-attention test coverage are unrelated; one changes exporter/model code, the other only test scaffolding." }, { "left": "pull_request:47003", - "right": "pull_request:47191", - "accept": false, - "reason": "OpenVINO exporter feature and weight_decay validation are unrelated." - }, - { - "left": "pull_request:47180", - "right": "pull_request:47189", - "accept": false, - "reason": "Bark offload runtime fix vs TrainingArguments validation." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Kimi exporter work vs NeuCodec model support; different models and code paths." + "reason": "OpenVINO exporter support and XPU test additions are different concerns and do not address the same bug or feature." }, { - "left": "pull_request:47003", - "right": "pull_request:47143", + "left": "pull_request:47143", + "right": "pull_request:47180", "accept": false, - "reason": "OpenVINO exporter work vs NeuCodec model addition; not the same underlying change." + "reason": "NeuCodec support and a Bark CPU offload/device-mismatch fix are separate model-specific changes with no shared underlying bug." } ] }, @@ -23573,7 +23723,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ae3bd69d2a0f7b796c69845acf5b77148717785e7bd366c4f78fee41b27b5284", + "prepared_review_unit_hash": "482fa42929c5620f1c483bebb22673402d7c3abba1a10fcb46f83cb85eb01ede", "component_budget": { "node_count": 2, "item_count": 2, @@ -23595,18 +23745,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are not duplicates: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. The shared similarity is only superficial (both expand model capabilities/docs/tests).", - "confidence": 0.97, + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial and should not be merged as a duplicate.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: they change different model families, different code paths, and different feature sets, so neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the stronger standalone representative: it targets one concrete code path (DINOv3 image classification) with aligned model, auto-model, and test changes. PR 40755 is also valid, but it is a different feature area and not a duplicate of 41224.", + "best_pr_reason": "No global best PR for deduplication: this cluster does not represent one underlying change, but two separate feature additions.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different behaviors: TimesFM covariate forecasting vs DINOv3 image classification. No shared underlying bug or mergeable single fix." + "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification are different features with different affected files and code paths; they are not the same underlying change." } ] }, @@ -23725,154 +23875,142 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "5354934a3cf4a99d7beb2db1b62ab800e389f03f08c5ccc3cd053d1f3de080f7", + "prepared_review_unit_hash": "05b85adb8e39d13ec19838782f747e9ce91c761947b3d3e78992e40ca0c197ea", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31602, - "estimated_input_tokens": 7901, - "estimated_eval_tokens": 16058 + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31602, - "estimated_input_tokens": 7901, - "estimated_eval_tokens": 16058 + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs with broad lexical similarity. The only true duplicate-style pair is the two `fixed_cross_entropy` patches, which implement the same concrete fix for issue #43240. All other pairs are false positives: same subsystem at most, but different code paths, different models, or different changes.", + "summary": "Only one soft-duplicate pair is real: the two `fixed_cross_entropy` PRs (#43251 and #43254). The rest are false positives that merely share broad themes like model additions, processor plumbing, or test/refactor work.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR: it has the clearest problem statement via explicit issue link #43240, and its change is a concrete, self-contained fix in `fixed_cross_entropy` that passes supported kwargs through to `nn.functional.cross_entropy`.", + "canonical_pr_reason": "PR #43251 is the better canonical representative for the `fixed_cross_entropy` fix: it has the fuller implementation, explicit link to issue #43240, and stronger discussion/review history. PR #43254 is the same underlying change but a thinner variant.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest standalone representative of the cluster because it addresses a specific bug with a direct issue target and a precise code-path fix; the rest are either unrelated model work, tests, or broad refactors.", + "best_pr_reason": "PR #43251 is the best standalone PR to represent the duplicate cluster around passing supported kwargs through `fixed_cross_entropy` to `nn.functional.cross_entropy`.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Both touch tokenizer/export-related topics only in a very broad sense; one adds missing Mistral tokenizer methods, the other adds dynamic-shape executorch tests. Different code paths and different changes." + "reason": "Unrelated changes: Mistral tokenizer API additions vs an ExecuTorch dynamic-shape test. Same test-heavy or infra-adjacent flavor, but not the same bug or code path." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer utility additions vs adding a new MobileLLM model. No shared bug or mergeable change." + "reason": "Mistral tokenizer methods vs adding a new MobileLLM model. No shared underlying defect or implementation target." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both are model/processor related, but they fix different pretrained-loading and model-addition concerns in unrelated components." + "reason": "Processor auto-loading robustness changes vs a new model integration. Both touch model plumbing, but they are different features." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs plumbing is unrelated to introducing MobileLLM model files and configs." + "reason": "Loss utility kwargs forwarding vs adding MobileLLM. Completely different subsystems and goals." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both are framework changes, but one is a loss helper fix and the other is Mistral4 model/test work; no same underlying bug." + "reason": "Cross-entropy kwargs forwarding and Mistral4 test fixes are unrelated; same broad category of bug-fixing, but not the same code-path problem." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests are unrelated to Mistral4 model fixes." + "reason": "ExecuTorch dynamic-shape export test vs Mistral4 test/model work. Shared word 'test' only, no common underlying change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing does not match new-model scaffolding; only broad model-related overlap." + "reason": "Dynamic export test coverage is unrelated to MobileLLM model scaffolding." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM is unrelated to fixing `cls.config` resolution order." + "reason": "New MobileLLM model support vs fixing `cls.config` resolution order in `modeling_utils.py`. Different code paths and problem statements." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-capture refactor; different model families and code paths." + "reason": "MobileLLM model addition vs Falcon output-collection refactor; no common bug or mergeable combined fix." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model work is unrelated to the model-creation skill/documentation PR." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "No shared underlying bug: one adds a model, the other changes subclass config resolution logic." + "reason": "Falcon model refactor vs an AI skill/documentation PR. Not the same technical change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor is unrelated to Mistral4 test fixes." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon model refactor vs model-creation skill/docs; no same concrete change." + "reason": "Falcon output interface refactor and Mistral4 test fixes are different model internals with no single shared defect." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work and `layrnorm` normalization rename are different bugs/changes, despite both touching model code." + "reason": "Mistral4 test/model changes vs a CLIP-family `layrnorm` typo fix. Same broad ML library area only; the concrete bugs are different." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." + "reason": "Mistral4 test fixes vs adding a TDT loss kernel. Different model families and code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests/model code and `config` resolution ordering are different issues." + "reason": "Mistral4-specific work vs a metaclass/config-resolution fix in `modeling_utils.py`. No shared underlying issue." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 testing/model changes are unrelated to adding the TDT loss kernel integration." + "reason": "Mistral4 test fixes vs a model-creation skill/doc PR. Not a technical duplicate." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model implementation and a model-creation skill PR are not the same code-path fix." + "reason": "MobileLLM model addition vs a model-creation skill PR. The latter is tooling/docs, not the same model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "These are effectively the same fix in `src/transformers/loss/loss_utils.py`: both add `weight` and `label_smoothing` support to `fixed_cross_entropy` for issue #43240, with only minor signature/keyword handling differences." + "reason": "Both PRs implement the same fix: allow supported kwargs such as `weight` and `label_smoothing` to flow into `nn.functional.cross_entropy` via `fixed_cross_entropy`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, PR #43251 vs #43254, is a credible duplicate-style same-bugfix pair on `fixed_cross_entropy` / `loss_utils.py` with shared issue target #43240. The other pairwise rejections are appropriately cautious and the reasons do not overclaim shared bugs or mergeability." + "feedback": "The evaluation is grounded in the packet. The canonical choice for the `fixed_cross_entropy` fix is well-supported by the explicit issue link, shared target, and stronger review history. The only accepted soft pair, #43251/#43254, is clearly the same change. The other pair rejections are conservative and appropriately avoid overstating similarity from broad thematic overlap." }, "evaluator_used": true, "retried": false, @@ -23899,7 +24037,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "b95f2a2b785e2892d8c44cf995d6b137460273fc229d76e5e6225bfcd29d9fc1", + "prepared_review_unit_hash": "3fbc13f01397aa370affeb9bbc7b48c3dd7592cd7fc0857b39d9c80fef58bc2d", "component_budget": { "node_count": 2, "item_count": 2, @@ -23921,18 +24059,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate GitHub Actions maintenance PRs with overlapping workflow files but different actual changes: one upgrades core actions for Node 24 compatibility, the other bumps docker/build-push-action and related actions to newer versions. They are not the same underlying change.", - "confidence": 0.96, + "summary": "Two separate GitHub Actions maintenance PRs: one upgrades checkout/cache/upload-artifact for Node 24 compatibility, the other bumps docker/build-push-action to v6. They overlap in workflow files but do not fix the same underlying problem.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader workflow-actions compatibility upgrade and touches multiple core actions rather than a single action bump.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster because it clearly targets the widespread GitHub Actions version compatibility update across several workflows.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both touch workflow files, but they update different actions for different goals. 42975 is a Node 24 compatibility sweep for checkout/cache/upload-artifact; 42976 is a broader latest-version upgrade centered on docker/build-push-action and other workflow actions. They are not one mergeable PR fixing the same code-path problem." + "reason": "Both are workflow dependency refreshes, but they upgrade different actions for different purposes: Node 24 compatibility versus docker/build-push-action v6. Shared workflow filenames alone are not enough to treat them as the same change." } ] }, @@ -23967,12 +24105,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "28968c77e67a582d7416c68c527866c9e22e589a2ca3af526cc95e8ba8b4af0f", + "prepared_review_unit_hash": "7ad7d502cc52063efde0920dcc8361c8452c00baf07ec3b7d4ffca51b71958f2", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23980,7 +24118,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23989,36 +24127,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition integrations with similar boilerplate, not duplicates of the same bug or code change.", - "confidence": 0.98, + "summary": "All four pull requests are separate model-addition efforts for different architectures (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They share boilerplate registration/doc/auto-mapping changes, but not the same underlying code-path fix or feature, so they should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are distinct model additions with different files, configs, processors, and tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative because these are unrelated model implementations rather than alternate fixes for one concrete problem.", + "best_pr_reason": "If a single representative is needed, #46562 is the strongest cluster member: it has the broadest model integration footprint and the highest review activity, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo) with different model codepaths and artifacts; overlap in auto/docs boilerplate is not enough." + "reason": "Both add different models; overlap is only in shared transformer boilerplate like docs and auto registration, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model integrations; they share only generic framework registration/docs files, not the same underlying change." + "reason": "ViT NEPA and CTSM are unrelated model additions with different implementations and integration points; shared files are generic model-registration plumbing." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model implementations with different configs, processors, and tests; not the same bug or feature." + "reason": "Molmo and CTSM are distinct model families; similar filenames reflect standard template work, not one concrete merged fix." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Both add new models, but CTSM and Step3p7 are different architectures and code paths; this is boilerplate similarity, not a mergeable duplicate PR." + "reason": "CTSM and Step 3.7 Flash are separate model additions touching different model code paths; shared auto-mapping/docs updates are too broad to treat as duplicates." } ] }, @@ -24067,130 +24205,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "a2b1a25e02d053025612612a3a2a0720d719d5cc3201c758527666138ba59781", + "prepared_review_unit_hash": "38fa13cc559536abcc294023d54e9e69722a4b7806d03725f0281d75e6d612aa", "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": 19590, + "estimated_input_tokens": 4898, + "estimated_eval_tokens": 10052 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19590, + "estimated_input_tokens": 4898, + "estimated_eval_tokens": 10052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only share superficial theme similarity. The only true duplicate-looking pair is the YOLOS device-mismatch fixes: PR #46886 and PR #46922 both target the same issue and same model file, with #46922 extending the same fix path.", - "confidence": 0.92, + "summary": "This cluster is mostly unrelated PRs that only share broad test/fix language. The only likely duplicate pair is the two YOLOS fixes, which both patch the same forward-path device mismatch and the same model split metadata in the same file.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46922 is the better cluster representative for the accepted duplicate pair because it fixes the concrete YOLOS device-mismatch path more completely (the forward-device placement plus the no-split-module change) and directly targets issue 46869.", + "canonical_pr_reason": "pull_request:46922 is the better canonical PR because it contains the concrete YOLOS forward fix plus the `_no_split_modules` update in one patch, making it the more complete representation of the underlying bug.", "best_issue_reason": null, - "best_pr_reason": "PR #46922 is the best standalone PR in this cluster: it addresses a specific, reproducible YOLOS device_map='auto' bug with a concrete code-path fix. The other PRs are either unrelated or too broad/test-only to serve as a cluster representative.", + "best_pr_reason": "pull_request:46922 is the best overall PR candidate: it directly targets the YOLOS device mismatch, includes the model-parallel split safeguard, and is the most complete patch for that specific change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are small test-oriented PRs with generic titles and no shared bug or concrete code path; similarity is only superficial." + "reason": "Both are tiny test-only PRs, but they target different models and different test failures; no shared underlying code-path bug/change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test cleanup vs. FP8 dequant fix are unrelated code paths and different subsystems." + "reason": "Whisper tokenizer/test cleanup vs FP8 dequant fix; unrelated subsystems and fixes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer/test changes and generation watermarking changes are unrelated." + "reason": "Whisper tests vs generation watermarking/config handling; not the same bug or change." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test/tokenization work is unrelated to the YOLOS device-mismatch fix." + "reason": "Whisper test fix vs YOLOS runtime/device fix; unrelated code paths." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Generic CLIP/ViT test edits are not the same bug as the Phimoe integration test fix." + "reason": "Injected failing tests for CLIP/ViT vs Phimoe CI integration fix; same broad area of tests, but not the same concrete issue." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These touch unrelated areas: model tests vs. FP8 quantization/loading internals." + "reason": "Different models and different fixes; no shared underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test-only PRs for different models versus generation configuration behavior; no shared underlying defect." + "reason": "Test-only PR vs generation watermarking/config fix; unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Generic test changes are unrelated to the YOLOS runtime device placement bug." + "reason": "Test-only PR vs YOLOS runtime/device fix; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes and Phimoe CI/device-map test fixes are different problems and code paths." + "reason": "FP8 quantization/dequant logic vs CI CPU-memory/device-map test infrastructure; different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems: quantization/loading vs. generation config validation." + "reason": "FP8 kernel/quantizer fix vs generation watermarking validation fix; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No concrete overlap beyond both touching model internals; the bugs are unrelated." + "reason": "FP8 dequant fix vs YOLOS device mismatch fix; different models and code paths." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe integration-test CI fixes are unrelated." + "reason": "Generation config validation fix vs Phimoe integration test/CI environment fix; not the same change." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different failure modes; no same underlying bug." + "reason": "Generation-watermarking/config fix vs YOLOS device mismatch fix; unrelated." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI memory/device-map setup is unrelated to YOLOS mid-position embedding device placement." + "reason": "CI memory/device-map workaround vs YOLOS model runtime fix; same testing context at most, but not the same concrete bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch issue behind issue 46869 in the same file; #46922 is a fuller version of the same concrete change path." + "reason": "Both PRs fix the same YOLOS device-mismatch path in `modeling_yolos.py` and both add the same `_no_split_modules` safeguard; `46922` is effectively a broader version of `46886`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet. The unrelated PR pair rejections are conservative and supported by the diffs/titles, and the only accepted duplicate-looking pair (#46886/#46922) is justified by the shared issue target and same YOLOS file, with #46922 clearly adding the extra forward-device fix on top of the same path." + "feedback": "The summary is grounded in the packet and stays conservative. The only supported duplicate/mergeable pair is the YOLOS pair, which shares the same file, the same issue target, and overlapping fix scope. The other pair rejections do not overclaim shared bugs. " }, "evaluator_used": true, "retried": false, @@ -24220,12 +24358,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "43e64d2f933caa6bd2e97783049dd891fa82238a14466c1ed0297ad8c64c1a8f", + "prepared_review_unit_hash": "79305fa6068bcea627e7b9da5b5f217aae9e3fe08970ce713682aa54771d7db7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -24233,7 +24371,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -24242,30 +24380,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are unrelated \"don't merge\"/test changes: one tweaks setup/dependency metadata, one rewires multiple CI/comment workflows and helpers, and one changes the PR security-gate workflow trigger. No duplicate pair is strong enough to merge together.", - "confidence": 0.96, + "summary": "Three open \"don't merge\" PRs, but they target different code paths: setup/versioning and a Vit test hook, self-comment CI workflow behavior, and a security-gate workflow trigger change. They look superficially similar because of the repo-bot/test framing, but they are not the same underlying fix/change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out here; if one PR must be chosen as the cluster representative, PR #43532 is the most descriptive because it spans the largest set of workflow/test changes and has the strongest context, but it is not actually the same change as the others.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the most representative of the cluster only by breadth: it touches several CI/testing-related files, but it is still not a duplicate of the other two PRs.", + "best_pr_reason": "PR #43532 is the best representative for the cluster only in a weak, organizational sense: it has the broadest diff and the most surrounding workflow/test context. It is not a better duplicate match than the others because the PRs are on different files and different behaviors.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes and code paths: setup.py/dependency/version/test-bot formatting versus a workflow trigger change for the PR security gate." + "reason": "Different changes: #43488 edits setup/dependency/versioning and a Vit test file, while #46747 only switches a security-gate workflow from pull_request_target to pull_request. No shared concrete bug or code path." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Unrelated modifications: package metadata/dependencies and a Vit test versus CI/workflow and notification plumbing." + "reason": "Only loose repo-bot/test similarity. #43488 is about setup/version/dependency metadata plus a test file; #43532 changes comment/CI workflow plumbing and related testing utilities. Not the same underlying fix." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they fix different concerns in different files: self-comment/comment CI behavior versus the PR security-gate trigger." + "reason": "Both touch workflows, but on different behaviors: self-comment CI and related utilities versus the PR security gate trigger. These could not plausibly be merged as one fix for the same bug." } ] }, @@ -24295,12 +24433,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "7e267b42d29890470c4a9f0b2e351235d00806bcd2f92dcc047050d9b49ec5d1", + "prepared_review_unit_hash": "6110dd1966efc3951ab44057dade7db5df52325e8cd3667a50f0c6357f3ac6dd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24308,7 +24446,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24317,18 +24455,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related-but-distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure and docs patterns, but they target different pipelines and different model/code paths, so they should not be deduplicated.", - "confidence": 0.95, + "summary": "Two separate PRs adding distinct pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They overlap in docs/infrastructure but target different tasks, models, and code paths.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes implement different pipelines for different segmentation tasks, not the same underlying fix or feature.", + "canonical_pr_reason": "PR 43613 is the stronger canonical candidate because it is the broader, more mature pipeline addition and touches the fuller set of related model integrations and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the stronger representative only because it is the broader visual-segmentation implementation with more model/test coverage, but it is not a substitute for 43612.", + "best_pr_reason": "PR 43613 is the best representative of the cluster since it covers the more general promptable visual segmentation pipeline and has the wider implementation surface.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Same general area (pipeline/docs scaffolding), but they add different concrete features: concept segmentation vs visual segmentation. The model integrations, filenames, and task docs differ enough that they would not plausibly merge into one PR." + "reason": "Reject: these are not the same underlying change. 43612 adds a promptable concept segmentation pipeline, while 43613 adds a promptable visual segmentation pipeline with different model integrations and task docs. Shared docs/registry files are incidental, not evidence of a single mergeable fix." } ] }, @@ -24358,12 +24496,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "3a5d0033bf6abe92e45e91cc67530c2c48c82ebf5ecb988bc11f66b1c5d9b5e9", + "prepared_review_unit_hash": "fe2a0f76a80903a19f59068211880381ede63dfa3785fad27ce168992c94c8c3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -24371,7 +24509,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -24380,18 +24518,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate Trainer extensibility PRs in the same file, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be treated as duplicates.", - "confidence": 0.95, + "summary": "Two separate Trainer.py changes: one adjusts gradient-accumulation loss scaling for custom trainers, the other extracts signature-column filtering into an overrideable helper for PEFT/custom trainers. They share a file and theme, but not the same underlying bug/change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical PR for the cluster; 43651 is a concrete training-step bug fix, while 43663 is a separate extensibility refactor in the same file.", "best_issue_reason": null, - "best_pr_reason": "43651 is the more representative trainer behavior change, but it is still distinct from 43663; there is no single canonical duplicate PR here.", + "best_pr_reason": "43651 is the better anchor because it fixes a specific loss-scaling path in training_step; 43663 is unrelated column-filtering override logic.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different functionality and code paths in trainer.py: one changes loss scaling during training_step, the other adds an override point for signature column filtering. They could not plausibly be merged as one duplicate PR." + "reason": "Different code paths and goals: 43651 changes gradient accumulation loss normalization, while 43663 refactors signature-column inspection for data filtering. Same file/subsystem, but not the same change or a plausible single merged PR." } ] }, @@ -24421,12 +24559,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "61b96e8269d239a70008d3d9b6f1e7cf77340df99a8e6fbb25e58d83862e7558", + "prepared_review_unit_hash": "0fe1092a5c7bc392420e9d3ac85bcb3f9aca13ce1666e53f5e8c4f4df0dae3f4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24434,7 +24572,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24443,25 +24581,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs edit `src/transformers/cli/serve.py` and involve `TypeAdapter`, but they fix different runtime typing/import problems: one is a broader annotation-evaluation cleanup, the other is specifically about avoiding a `TypeAdapter` import path when `pydantic` is absent. They are related, but not the same change.", - "confidence": 0.91, + "summary": "Both PRs target the same underlying CLI import/type-annotation NameError in `src/transformers/cli/serve.py` around `TypeAdapter` and related typing evaluation at import time. They are close enough to be treated as duplicates for triage.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the broader representative of the `TypeAdapter NameError in transformers CLI` theme and directly targets the serve.py annotation/runtime typing problem.", + "canonical_pr_reason": "PR 43842 is the cleaner, more targeted fix: it explicitly moves `TypeAdapter` under `TYPE_CHECKING` and quotes the annotation so the CLI no longer requires pydantic at import time.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the best single representative because it addresses the core CLI `TypeAdapter` NameError more generally, whereas #43842 is a narrower pydantic-not-installed variant.", + "best_pr_reason": "PR 43842 is the best representative because its title and diff directly match the concrete bug (runtime `TypeAdapter` NameError when pydantic is absent) with minimal, focused changes.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Reject: they share a file and symbol, but the fixes are for different failure modes and would not naturally be merged as one PR." + "accept": true, + "reason": "Both PRs address the same import-time `TypeAdapter`/typing NameError in the CLI module, and the fixes could plausibly be merged into one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded: both PR titles point to the same TypeAdapter NameError in `src/transformers/cli/serve.py`, and the diffs are compatible enough to plausibly merge into a single bugfix PR. The soft-edge duplicate call is conservative given the shared file and overlapping import/type-annotation cleanup." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -24591,9 +24732,9 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", @@ -24647,12 +24788,12 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "92d890c8163e5275e38630afc32bca4963eb3e164833d46a3a8e6defad109565", + "prepared_review_unit_hash": "691a80ad7584cf945c5e6e51128648bfe2766320b91e845b5f0b03e600da2b2c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84116, + "serialized_chars": 84113, "estimated_input_tokens": 21029, "estimated_eval_tokens": 42314 }, @@ -24660,399 +24801,339 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of separate standardized output-tracing refactors across many model families. There is a smaller GPT-J/CodeGen duplicate subset, and PR 44722 is the clearest representative of that subset, but the packet does not show any single family dominating the whole cluster.", - "confidence": 0.88, + "summary": "This cluster is mostly a broad family of standardized output-tracing refactors across unrelated models. The only true duplicates are the GPT-J/CodeGen variants and the GPT-Neo pair; the rest are same-theme but different code paths and should stay separate.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the cleanest representative of the GPT-J/CodeGen subset: it covers the same GPT-J tracing refactor as 44085 and also includes the CodeGen path, so it best captures that duplicate family without implying the whole cluster is one family.", + "canonical_pr_reason": "PR 44722 is the cleanest representative of the GPT-J/CodeGen output-tracing refactor: it covers the same concrete code paths as 44066/44085, is later, and reads like the most complete iteration of that duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best global PR candidate for the GPT-J/CodeGen subset because it is the broadest version of that concrete refactor. It is representative of that subset, but not of the entire cluster.", + "best_pr_reason": "PR 44722 is the best single anchor for this cluster because it matches the shared GPT-J/CodeGen refactor most directly and plausibly subsumes the earlier near-duplicate GPT-J variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths; shared output-tracing theme is not enough." + "reason": "Different model families and different code paths; shared output-tracing theme is too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are tracing refactors, but CVT/FNet and DeBERTaV2 are unrelated implementations." + "reason": "Different models; same tracking-issue style refactor, not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; 44066 just also bundles the CodeGen path." + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same file set." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations; same refactor pattern only." + "reason": "RegNet/ResNet-family refactors are related only at a high level, not the same code-path change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated implementations of the general tracing pattern." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; different model code." + "reason": "Different model families; not mergeable as one PR for the same bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated model implementations." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different concrete changes in different model code." + "reason": "GPT-J/CodeGen vs MGP-STR are different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are distinct model implementations." + "reason": "GPT-J/CodeGen and MPT are separate refactors, not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "Same broad GPT-Neo theme, but the packet does not establish the same concrete PR-level change." + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model/file." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; similar refactor style, different code paths." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate implementations." + "reason": "Different model families; only the tracing pattern is shared." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen." + "reason": "ResNet-family and GPT-J/CodeGen changes are unrelated." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model families." + "reason": "MGP-STR and GPT-J/CodeGen are different concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated code paths." + "reason": "ResNet-family vs GPT-J/CodeGen; not the same underlying fix." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model refactors." + "reason": "GPT-Neo and ResNet are separate model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate model implementations." + "reason": "ResNet and MPT are unrelated code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated concrete changes." + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different implementations." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." }, { - "left": "pull_request:44018", + "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "GPT-Neo and Flaubert are different concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model families." + "reason": "MPT and GPT-J/CodeGen are unrelated refactors." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are separate model implementations." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated changes." + "reason": "GPT-Neo and MGP-STR are separate model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { - "left": "pull_request:44059", + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated model families." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT2 is a different concrete refactor from GPT-J/CodeGen." + "reason": "MPT and MGP-STR are different implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MPT are separate implementations." + "reason": "GPT-J/CodeGen and MGP-STR are not the same bug/change." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and LongT5 are unrelated code paths." + "reason": "ViLT and Flaubert/XLM are separate model-specific refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "Segformer and VisualBert share only the tracing pattern, not the same change." + "reason": "GPT-2 and MGP-STR are different code paths." }, { - "left": "pull_request:44017", + "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "Segformer output tracing is unrelated to the GPT-J/CodeGen refactor." + "reason": "GPT-2 and GPT-J/CodeGen are related only by the general output-tracing pattern." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." - }, - { - "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 models; not the same PR-level change." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert are unrelated concrete refactors." + "reason": "GPT-Neo and MPT are unrelated model implementations." }, { "left": "pull_request:44073", - "right": "pull_request:44161", + "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and LongT5 are different model code paths." + "reason": "VisualBert and TextNet are different models; same refactor theme is too broad." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are distinct model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT2 are separate implementations." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", - "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated changes." + "reason": "GPT-2 and MPT are different concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are separate model implementations." + "reason": "RegNet and Segformer are unrelated model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated refactors." + "reason": "RegNet and MPNet do not share the same code-path fix." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model code paths." + "reason": "MPT and ImageGPT are separate model implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are unrelated implementations." + "reason": "TextNet and Flaubert/XLM are different code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44129", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and SpeechT5 are separate model refactors." + "reason": "MPNet and LongT5 are unrelated model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated concrete changes." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are separate implementations." + "reason": "RegNet and LongT5 are unrelated refactors." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different code paths." + "reason": "TextNet and LongT5 are different concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model implementations." + "reason": "SqueezeBERT and MPT are unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model code paths." + "reason": "GPT-Neo and SpeechT5 are different implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are separate refactors." + "reason": "SqueezeBERT and VisualBert are separate model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are unrelated implementations." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44129", - "accept": false, - "reason": "MPNet and SpeechT5 are unrelated changes." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet and Segformer are different models; same refactor style only." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "RegNet and TextNet are unrelated refactors." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and DeBERTaV2 are different model implementations." + "reason": "SqueezeBERT and GPT-Neo are different code paths." }, { - "left": "pull_request:44044", + "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are separate concrete refactors." + "reason": "RegNet and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTaV2 and Vits are unrelated model families." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated model code." + "reason": "MPT and SpeechT5 are different concrete changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and MPT are different implementations." + "reason": "FNet/CVT and LongT5 are unrelated model-specific refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44059", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet and GPT2 are separate model refactors." + "reason": "CVT/FNet and Segformer are different code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different concrete refactors." + "reason": "SqueezeBERT and DeBERTaV2 are unrelated model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are unrelated model implementations." + "reason": "DeBERTaV2 and TextNet are different model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the broader version of the same refactor." + "reason": "Same GPT-J/CodeGen standardized output-tracing change; 44722 is the later duplicate variant." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J file and same output-tracing refactor; 44722 simply includes the CodeGen path too." + "reason": "Same GPT-J output-tracing refactor in the same model file." }, { "left": "pull_request:44085", @@ -25064,58 +25145,46 @@ "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are different models." + "reason": "CVT/FNet and RegNet/ResNet are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated refactors." + "reason": "CVT/FNet and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different implementations." + "reason": "DeBERTaV2 and SpeechT5 are different model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and Vits are unrelated model families." + "reason": "DeBERTaV2 and ViT-S are not the same underlying bug/change." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different models; same standardized-output pattern only." + "reason": "FocalNet and ImageGPT are separate model implementations." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated implementations." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; 44722 just adds CodeGen." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44116", - "accept": true, - "reason": "Both are the Flaubert output-tracing refactor in the same file; 44101 additionally bundles XLM changes." + "reason": "VisualBert and TextNet are different concrete changes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports PR 44722 as a representative of the GPT-J/CodeGen duplicate subset, but the summary overstates that this is the cluster\u2019s \"dominant\" duplicate family. The cluster is mostly many separate standardized-tracing refactors, and the packet does not establish one family as dominant. Also, a couple of soft-edge accepts are a bit strong on the available evidence, especially 44018\u219444068, which is supported only by similar GPT-Neo changes and shared files/tests, not by a shared issue target. Please keep the representative claim narrower and make the duplicate verdicts more conservative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative: it distinguishes same-theme refactors from actual near-duplicates, and the accepted pairs are supported by shared model/file paths plus the later GPT-J/CodeGen iteration. The anchor choice of PR 44722 is reasonable given the direct overlap with 44066/44085, and the GPT-Neo pair also looks mergeable as a single model-specific bugfix. I don\u2019t see evidence of overclaiming beyond mild inferential language." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -25146,12 +25215,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "6384078fdb4beff692269fdcb0fdd53f4169a4411f29c9a0a5ef3f9e7d64ecd5", + "prepared_review_unit_hash": "f78322a0cd76d1038bba3abe31f25181cacf67825f4fdb66f2d7304d589ca496", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84116, + "serialized_chars": 84113, "estimated_input_tokens": 21029, "estimated_eval_tokens": 42314 }, @@ -25159,45 +25228,45 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12756, - "estimated_input_tokens": 3189, - "estimated_eval_tokens": 6634 + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific migrations to the new output-capture/output-tracing helpers, but they touch different architectures and code paths. They look related by refactor pattern, not duplicates of the same change.", - "confidence": 0.94, + "summary": "These PRs all follow the same maintenance pattern (migrating model outputs to standardized capture/decorator utilities), but they touch different model code paths and are not duplicates of one another.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the most concrete representative: it has an explicit issue target, a substantial diff, and clearly scopes the standardized output-capture refactor to SpeechT5.", + "canonical_pr_reason": "44129 is the best single representative: it has an explicit issue target, a clear one-model scope (SpeechT5), and a concrete output-tracing refactor tied to standardized capture.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone PR in the set because it is tied to a specific issue and demonstrates the full refactor pattern with clearer scope than the others.", + "best_pr_reason": "44129 is the strongest representative of the cluster overall because it is explicitly linked to an issue and has the clearest self-contained change description. Still, it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same general refactor theme, but different models and different internal code paths (MPNet vs VisualBert). Not the same concrete change." + "reason": "Both are output-tracing refactors, but they affect different models (MPNet vs. VisualBert) and different concrete implementations, so they are not the same PR/change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both adopt output-capture helpers, but MPNet and TextNet are separate model implementations with unrelated code paths." + "reason": "Same broad refactor theme, but MPNet and TextNet are separate code paths and the diffs are model-specific, not mergeable as one duplicate change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific migrations; they share a pattern, not a mergeable duplicate bug fix." + "reason": "RegNet and SqueezeBert are unrelated model implementations; these are parallel standardization changes, not the same underlying bug or code fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Different architectures and different refactor scopes; SpeechT5 is not the same underlying change as SqueezeBert." + "reason": "They both standardize output handling, but for different models and different forward signatures; the PRs do not fix the same concrete problem." } ] }, @@ -25277,274 +25346,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "863b8a44abddaf48934b3ecde4828bcbc3c4636eb3f62c6a2685a97d6c2ad98f", + "prepared_review_unit_hash": "f2c14f12d65ac5e0b9907d1d44e759b4a8208f57708c8360b41ec70e82f61383", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40167, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40167, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate PRs; they are a set of model-specific output-tracing refactors that share a theme but change different code paths. I would keep them separate and treat them as related-but-distinct work.", - "confidence": 0.94, + "summary": "This cluster is a collection of similar-but-independent output-tracing refactors across different model families. They share the same migration pattern, but they do not look like duplicates of the same underlying bug or change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the most representative single PR in the set because it applies the shared `can_return_tuple` refactor across a closely related pair of models (`depth_anything` and `prompt_depth_anything`) and shows the common pattern without being overly broad.", + "canonical_pr_reason": "PR 44003 is the strongest representative: it has the broadest substantive change set in this cluster and touches two closely related Mamba-family implementations, making it a good canonical example of the refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "44025 is the best overall representative of the cluster: it is concrete, self-contained, and clearly demonstrates the output-tracing refactor pattern while staying within one model family. It is not a duplicate of the others, but it is the cleanest canonical example.", + "best_pr_reason": "PR 44003 is the best standalone representative of the cluster because it is the most substantial and central change among these similar refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward paths; same refactor theme but not the same change." + "reason": "Different model families and codepaths (timm_backbone vs upernet); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated architectures; this is not the same underlying bug/change." + "reason": "Different models and forward paths; these are parallel refactors, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` vs `univnet` is a different model and code path, so not a duplicate." + "reason": "Different architectures (timm_backbone vs univnet) and unrelated outputs handling." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `falcon_mamba/mamba` touch different implementations; they only share a generic tracing refactor pattern." + "reason": "Different subsystems and files; one is timm_backbone, the other is Mamba-family tracing refactor." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` vs `rwkv` is a different model-specific forward implementation, not one shared defect." + "reason": "Different model families and concrete codepaths; only the output-tracing pattern is shared." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated models; same output-tracing idea, different concrete change." + "reason": "MobileNetV1 and UnivNet are unrelated models; shared refactor style is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` vs `upernet` is not the same code path or bug." + "reason": "Different model codepaths and outputs plumbing; not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are different model families; these are separate refactors." + "reason": "Different models and forward signatures; these are separate output-tracing updates." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` vs `vision_encoder_decoder` affects different forward methods and model wiring." + "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated implementations with different tracing changes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are not the same underlying issue/change." + "reason": "Different model families and APIs; same refactor motif only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are distinct models; the shared wording hides different implementations." + "reason": "Vision-text dual encoder and UnivNet are unrelated codepaths; not a duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "`vision_text_dual_encoder` vs `upernet` is a different forward path and output contract." + "reason": "Different model families and forward methods; similar tracing refactor only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `falcon_mamba/mamba` are separate model code paths, not one bug." + "reason": "CLIP-like vision/text model vs Mamba-family model; no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are different model implementations; not mergeable as one duplicate fix." + "reason": "Different model families and files; both are output-tracing refactors but not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated models with different output behavior." + "reason": "UnivNet and UperNet are unrelated models with distinct forward paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` vs `falcon_mamba/mamba` is a different code path and model family." + "reason": "Different codepaths and model families; not mergeable as one fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are not the same underlying change." + "reason": "Different model families and implementation details; only the migration pattern overlaps." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `falcon_mamba/mamba` differ in model architecture and the affected forward logic." + "reason": "UperNet and RWKV are unrelated codepaths; same tracing migration only." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "`upernet` vs `rwkv` is not the same bug or change; only the refactor theme matches." + "reason": "Different models and output semantics; no shared concrete bug." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`falcon_mamba/mamba` and `superpoint` are different model implementations with different output-tracing concerns." + "reason": "Mamba-family refactor vs SuperPoint output tracing; different model codepaths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`falcon_mamba/mamba` and `codegen` touch different model internals and are not duplicates." + "reason": "Mamba-family tracing refactor and CodeGen cache/output signature cleanup are not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` vs `codegen` is clearly unrelated code; not the same concrete fix." + "reason": "TimmBackbone and CodeGen are unrelated implementations; only superficially similar refactor intent." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are different model families and different output signatures." + "reason": "UnivNet and CodeGen fix different forward/output contracts in different model families." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` vs `codegen` is a different code path and different change scope." + "reason": "UperNet and CodeGen are separate codepaths; not the same underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are unrelated implementations; same refactor pattern is not enough." + "reason": "Different model families and return-value plumbing; same high-level theme only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are separate model-specific refactors." + "reason": "DepthAnything vs VisionEncoderDecoder are different models and different forward paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` vs `speech_encoder_decoder` is a different model family and forward path." + "reason": "Different encoder-decoder stacks and different codepaths; not one duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` do not fix the same underlying problem." + "reason": "DepthAnything-family refactor vs SuperPoint refactor; unrelated concrete changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` vs `rwkv` is a different code-path change." + "reason": "Different model families and output contracts; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are unrelated model implementations." + "reason": "DepthAnything and DPR are different model families and not the same bug." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are parallel but distinct composite models, not one duplicate PR." + "reason": "VisionEncoderDecoder and RWKV have different forward/output codepaths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` vs `superpoint` is a different model and output contract." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers with distinct implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." + "reason": "Different models and different output-tracing logic; not a duplicate." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` vs `dpr` is a different concrete implementation change." + "reason": "VisionEncoderDecoder and DPR address different model APIs and codepaths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are different model families and not the same fix." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; shared refactor motif is insufficient." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` vs `rwkv` is unrelated beyond the shared tracing theme." + "reason": "Different model families and concrete forward signatures; not the same change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` touch different code paths and should not be merged as duplicates." + "reason": "SpeechEncoderDecoder and DPR are unrelated codepaths and output contracts." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are distinct model implementations; not the same underlying change." + "reason": "SuperPoint and RWKV are different architectures with different tracing needs." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` vs `dpr` is a different concrete model refactor." + "reason": "SuperPoint and DPR are unrelated model implementations; not a duplicate fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model-specific output-tracing changes, not one bug fix." + "reason": "RWKV and DPR are separate model families with different forward/output behavior." } ] }, @@ -25574,7 +25643,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "8fa27e9f6e34240ca0425c821306872872aa43cd452e179342ee706d144c31cc", + "prepared_review_unit_hash": "061b1700bbffa1a635c4652bed2258923f9037f45eab8592f035c26d8bb24aa9", "component_budget": { "node_count": 2, "item_count": 2, @@ -25596,18 +25665,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs add different model integrations (PenguinVL vs Voxtral TTS). They share some auto-registration and docs scaffolding, but they target separate code paths, configs, and test suites, so they should not be deduplicated.", + "summary": "The two pull requests are unrelated model additions: PenguinVL implementation vs Voxtral TTS support. They share some auto-registration/docs plumbing, but not the same concrete bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate model integrations with different codepaths, files, and purposes.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a duplicate target for the other. If one must be highlighted, PR #45401 is more self-contained because it has an explicit issue link and a narrower, single-model scope, but it is not a merge target for #44662.", + "best_pr_reason": "Neither PR is a better duplicate representative; both are distinct feature additions rather than the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with distinct filenames, implementations, and tests; shared auto-registration/docs files are generic scaffolding and do not indicate the same underlying change." + "reason": "Different model implementations (PenguinVL vs Voxtral TTS); shared framework registration files are incidental, not evidence of the same fix or mergeable PR." } ] }, @@ -25637,7 +25706,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0a5a5270d27db39a443186d95c166376e85b41c747fccff652ac1ea39cbde12b", + "prepared_review_unit_hash": "803f6c986dd2563315d3f3b65078c78f79e4e10fdca515893781c20499402898", "component_budget": { "node_count": 2, "item_count": 2, @@ -25659,18 +25728,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct feature PRs: one adds a generic module-fusion API, the other wires in KernelConfig-based n-to-1 fusion. They are thematically adjacent, but not the same change.", - "confidence": 0.89, + "summary": "Related kernel-fusion feature PRs, but not duplicates: #44979 adds a generic Module Fusion API, while #45363 adds n-to-1 kernel fusion through KernelConfig and model-loading plumbing.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more end-user-facing and complete feature implementation: it touches the integration points, modeling utils, and kernel config plumbing, plus includes a concrete usage example. PR #44979 is lower-level API scaffolding for module fusion.", + "canonical_pr_reason": "#44979 is the foundational API introduction; #45363 is a separate, more specific kernel-fusion implementation built on different integration code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the better representative of the cluster because it delivers an actual fused-kernel workflow rather than only introducing the underlying fusion API.", + "best_pr_reason": "#45363 is the more complete user-facing change, wiring a concrete KernelConfig-based fusion flow through loading/integration code.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same underlying bug/change. #44979 introduces a generic module fusion API and tests; #45363 implements KernelConfig-driven n-to-1 kernel fusion across runtime/integration code paths. They could coexist, not be merged as duplicates." + "reason": "They are conceptually related, but not the same underlying change: one introduces a general fusion API, the other implements a specific n-to-1 kernel fusion path via KernelConfig and model plumbing. Different scopes and merge targets." } ] }, @@ -25700,7 +25769,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "6dd557102bd58a983f2b0f294e38fe7038fd63b4f68bbfde678c4d7c3b4205cf", + "prepared_review_unit_hash": "6a06b47c08eee959661d1040d305c4b7156bc51cd8fc40265a981ec1da191e1d", "component_budget": { "node_count": 2, "item_count": 2, @@ -25722,18 +25791,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests patch the same Mistral pre-tokenizer AttributeError in the same code path and target the same issue; 45317 is the more complete version with tests.", - "confidence": 0.98, + "summary": "Both PRs target the same Mistral regex patch bug in `tokenization_utils_tokenizers.py`: an `AttributeError` caused by using `backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer`. The second PR is a fuller version with tests, so they are duplicate fixes for the same code path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR because it implements the same fix as 45086 but also adds test coverage and has the clearer, more specific title.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it fixes the same bug as #45086 and also adds regression test coverage, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative for this cluster: same underlying bug fix, same file, same target issue, and it includes validation via tests.", + "best_pr_reason": "PR #45317 is the best representative of the cluster: same underlying fix as the other PR, plus tests, so it is the most complete and merge-ready candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete AttributeError fix in _patch_mistral_regex, same file and issue target, and the diffs are essentially the same change with 45317 adding tests." + "reason": "Same underlying `AttributeError` fix in `_patch_mistral_regex` on the same file and code path; #45317 is essentially a superset with tests." } ] }, @@ -25763,12 +25832,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "b8d3b3adcd1eb78701340fa4f001f2f547ea79d4ddc993eecbbb2ffbdfe8cb64", + "prepared_review_unit_hash": "38f7e806fba41b1493cea5b56848a99b1540d4d105bfdd1c7b523af3ddabd6b5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25776,7 +25845,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25785,18 +25854,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap in NemotronH-related files, but they target different changes: one is a conversion/refactor to make NemotronH inherit GraniteMoeHybrid-compatible naming, while the other splits NemotronH into dense/sparse variants and updates docs, auto-mappings, and tests. They are not the same underlying fix.", - "confidence": 0.93, + "summary": "Two open NemotronH pull requests with overlapping files, but they target different changes: one is a refactor/conversion-mapping update to make NemotronH inherit GraniteMoeHybrid-compatible structures, while the other splits NemotronH into dedicated dense/sparse model families and updates docs/tests. They are related, not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different implementation goals and should not be merged as duplicates.", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete model-API change: it introduces dedicated nemotron_h_dense and nemotron_h_sparse packages, updates auto-mappings, docs, and tests, and appears to be the end-state architectural change rather than a narrow compatibility refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the better representative because it is the broader, more complete architectural change and includes the public-facing model split plus docs/tests.", + "best_pr_reason": "PR #45569 is the best overall representative of the cluster since it covers the full model split and user-facing integration work. PR #45115 is a narrower preparatory refactor for conversion/mapping and does not subsume the dedicated dense/sparse model work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files are only incidental overlap; #45115 is a conversion/refactor mapping change, while #45569 introduces dense/sparse model variants and documentation updates. They are not the same concrete code-path fix." + "reason": "Different concrete goals: #45115 is a conversion/refactor patch for GraniteMoeHybrid-compatible naming and inheritance, while #45569 creates separate dense/sparse NemotronH model packages plus docs/tests. Shared NemotronH files do not make them the same underlying change." } ] }, @@ -25826,40 +25895,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "6e052f5c8ef9b65bf00138b95c90ab2949bceada113811e894cf6caa181bf584", + "prepared_review_unit_hash": "582c2d72ad195be38ad7118180ac65461374b56310382df2078a1bc9ffb4ad9c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6079, - "estimated_input_tokens": 1520, - "estimated_eval_tokens": 3296 + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6079, - "estimated_input_tokens": 1520, - "estimated_eval_tokens": 3296 + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related PRs in the same heterogeneous-modeling area, but they are not the same change: one adds full heterogeneous model support and runtime/modeling integration, while the other is limited to per-layer config support. Their overlap is mostly shared docs/config/test scaffolding rather than a single concrete fix.", - "confidence": 0.92, + "summary": "These PRs are related but not duplicates: one implements full heterogeneous model support, while the other is a narrower per-layer configuration-only piece. They overlap in docs/config utilities, but they target different change scopes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more complete implementation: it includes per-layer config plus modeling/runtime integration across cache, accelerate, executorch, masking, and modeling utilities. It best represents the cluster\u2019s main new capability.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it adds heterogeneous model support across modeling, cache, integrations, masking, and tests, so it is the best representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative PR because it encompasses the larger end-to-end heterogeneous model support, whereas #45333 appears to be a narrower subset focused only on configuration handling.", + "best_pr_reason": "PR 45332 is the best global PR candidate because it covers the full code-path change set, whereas PR 45333 is limited to configuration support and looks like a subset or prerequisite rather than the same mergeable fix.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Not the same concrete change. #45333 is config-only, while #45332 extends into modeling/runtime code paths and additional integrations. Shared files are mostly the common config/docs/test layer, so they should not be merged as duplicates." + "reason": "They share the heterogeneous-config docs and config utilities, but 45332 also adds modeling/integration/cache behavior. The concrete changes are not the same underlying fix and would not be merged as one PR under a strict duplicate standard." } ] }, @@ -25889,7 +25958,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "085054d0d169f8c76a96097740c03a7c114e96b200afe1f5ee297d320553044d", + "prepared_review_unit_hash": "52b0f3a8838b4d91033004a060e109651cb6847b4cb5e55aff7a6b24ae81a6ed", "component_budget": { "node_count": 2, "item_count": 2, @@ -25911,18 +25980,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-focused PRs in transformers, but they address different layers: one is a broad repository-wide type-checking pass, the other adds/adjusts typing helper protocols and aliases for specific integrations and utils. They are related, but not the same underlying change.", - "confidence": 0.87, + "summary": "These are both type-checking/typing maintenance pull requests in transformers, but they address different scopes: one is a broad per-file typing pass, the other adds shared typing protocol helpers and related modeling_utils integration. They are related, but not duplicates of the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the better canonical representative because it is the broader umbrella change: enabling type checking across many `src/transformers/*` files and adjusting the project type-checking config.", + "canonical_pr_reason": "PR 45415 is the broader umbrella typing sweep across many files, so it is the better representative if one PR must stand for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the most concrete typing-focused follow-up, adding shared type aliases/protocols in `_typing.py` used by several modules, but it is still a distinct change rather than a duplicate of the broad type-checking sweep.", + "best_pr_reason": "PR 45415 is the most representative cluster member because it covers the widest surface area and appears to be the main typing cleanup effort; PR 45425 is a narrower follow-up/shared-typing refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Related typing work, but not the same concrete fix/change: #45415 is a broad type-checking sweep across many files, while #45425 adds specific typing helpers/protocols for modeling and integration code. They could be merged separately." + "reason": "Both are typing-related, but they fix different things: 45415 is a large type-checking pass across many modules, while 45425 introduces shared protocol/type aliases and adjusts a few specific call sites. Shared files alone do not make them the same change, and they would not naturally merge into one PR." } ] }, @@ -25952,7 +26021,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "8c26a780c0fec441f673e706bc81e88d0548d56a7bb05cf9c45778f6d4f0cc05", + "prepared_review_unit_hash": "1246074c29bbe91c12d1b789c6ec626a94aac251888e434a26b4ab0057bf2b5d", "component_budget": { "node_count": 2, "item_count": 2, @@ -25974,18 +26043,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to expert-parallel loading, but they fix different concrete bugs: 45548 preserves EP state for Accelerate/ZeRO-3 loading, while 45662 prevents rank-0 broadcast from overwriting experts under FSDP2. Related topic, not a duplicate change.", - "confidence": 0.95, + "summary": "Both PRs are about expert-parallel model loading correctness, but they fix different bugs in different distributed paths: one is about preserving `distributed_config`/`has_ep` for EP + DeepSpeed ZeRO-3 via accelerate launch, the other about wrapping loaded tensors to avoid rank-0 broadcast overwriting experts in EP + FSDP2. Not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45548 is the cleaner umbrella artifact for the EP-loading/serialization path, but it is still distinct from the FSDP2 overwrite fix in 45662.", + "canonical_pr_reason": "If one PR must represent the cluster, #45662 is the stronger canonical representative because it addresses a concrete runtime corruption bug in the parameter-loading path and has the broader, more explicit failure mode.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45662 is the more concrete, narrowly-scoped fix with a specific failure mode and code path, so it is the stronger standalone PR.", + "best_pr_reason": "#45662 is the best standalone PR: it has the clearest bug report, the most direct code-path fix, and the strongest evidence of a real correctness issue in distributed expert loading.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They address different bugs and backend-specific failure modes: 45548 fixes EP config persistence during Accelerate/ZeRO-3 loading, while 45662 fixes expert tensors being overwritten by rank-0 broadcast during FSDP2 loading. Same subsystem, not the same change." + "reason": "Related theme (EP/loading) but different underlying bugs and code paths: #45548 preserves config/state for EP + ZeRO-3 loading, while #45662 prevents post-shard expert parameters from being overwritten in EP + FSDP2. They would not naturally merge into one fix." } ] }, @@ -26015,7 +26084,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "bc615dbfe389b7ef3602da71c7c0fa9dca3fa3f861ff1bbaf3fcdc196e63798a", + "prepared_review_unit_hash": "e482046a8b5dea4927eda2201200bf5a0603594ebe8472f3f3248a5ca274add4", "component_budget": { "node_count": 2, "item_count": 2, @@ -26037,18 +26106,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-safe handling of captured_info debug artifacts for patched testing methods; PR 45645 is the more complete fix because it includes the core code change plus CI log aggregation.", - "confidence": 0.88, + "summary": "Both PRs target the same xdist-related captured_info logging problem; #45645 is the more complete change because it includes the code fix plus CI log collection handling.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete implementation of the same xdist-collision fix: it updates the artifact-writing path and also adjusts the workflow to collect multiple captured_info files, whereas PR 45639 only covers the library-side change.", + "canonical_pr_reason": "PR #45645 is the broader, more complete fix: it makes the testing log output xdist-safe and also updates CI to read multiple captured_info files, so it best represents the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the cluster because it preserves the underlying debug logging behavior end-to-end under xdist and includes the CI-side handling needed for the same concrete problem.", + "best_pr_reason": "PR #45645 is the strongest standalone candidate because it addresses the underlying bug and preserves the debug artifacts in CI, whereas #45639 only covers the library-side half.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions for captured_info debug logs. They share the core testing_utils change and target the same issue; 45645 is an expanded version that also fixes CI log collection, so they could plausibly be merged into one PR." + "reason": "Same underlying xdist collision/captured_info issue; #45639 is a subset of the broader fix in #45645, and the changes could plausibly be combined into one PR." } ] }, @@ -26144,7 +26213,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "4f98a2dd7c3845e6ca065002aa276eadf585ca1c4fed1a1b13270cd9c40122cd", + "prepared_review_unit_hash": "8cb9cd88f196c771d96955b452511303404a78434d021e76483eacafdb775a59", "component_budget": { "node_count": 2, "item_count": 2, @@ -26166,18 +26235,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the distributed stack, but they are not the same change: one is a focused EP + Trainer integration PR, the other is a broad distributed branch/base PR touching many unrelated areas. Shared files alone do not make them duplicates.", - "confidence": 0.86, + "summary": "The two pull requests are related through overlapping distributed-model code, but they are not the same change. PR #46126 is a focused EP/Trainer integration feature, while PR #46269 is a much broader distributed-branch base with many unrelated infrastructure and model changes. Shared filenames alone are not enough to treat them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader umbrella distributed branch and the more central representative of the cluster; PR #46126 is a narrower feature-specific integration PR.", + "canonical_pr_reason": "PR #46126 is the narrower, more specific change centered on EP + Trainer integration and the router/tensor-parallel path, so it is the better canonical representative of the shared overlap.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 best represents the cluster because it spans the wider distributed refactor/integration surface, whereas PR #46126 is a targeted EP/Trainer change.", + "best_pr_reason": "PR #46126 is the best representative because it has a clear, concrete code-path focus; PR #46269 is too broad and mixes in unrelated distributed/FSDP and model updates, making it a poor duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share distributed files, but #46126 is a specific EP + Trainer integration change while #46269 is a broad distributed branch/base PR. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + "reason": "Reject: they overlap in distributed files, but #46126 is a targeted EP/Trainer feature while #46269 is a broad distributed branch base spanning many subsystems. They do not look like the same underlying bug or mergeable fix." } ] }, @@ -26245,220 +26314,232 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "9f7f298f9ae0286641bd1f22436128f0f4dcea8cb05e893d8a00fbe3c964ca7e", + "prepared_review_unit_hash": "f549adf75e75c15023ca998533541cbaed83d5d83bd0e2390b6d1be2f8516e61", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26668, - "estimated_input_tokens": 6667, - "estimated_eval_tokens": 13590 + "serialized_chars": 26683, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26668, - "estimated_input_tokens": 6667, - "estimated_eval_tokens": 13590 + "serialized_chars": 26683, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not a single duplicate cluster: they split into several unrelated GitHub Actions workflow tweaks, with only shallow filename/title similarity. The pr-ci-security-gate PRs are the closest group, but they still address different security-hardening details rather than one identical bug/change.", - "confidence": 0.94, + "summary": "These PRs are mostly unrelated workflow-maintenance changes. The only tight thematic group is the pr-ci-security-gate workflow, but those PRs make different security/permissions edits rather than fixing the same concrete bug, so they should not be deduplicated.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the best representative anchor because it makes the most substantive pr-ci-security-gate logic change; the other PRs in the set are either different workflows or narrower follow-up hardening edits.", + "canonical_pr_reason": "PR 46554 is the most substantial concrete fix in the set: it changes the pr-ci-security-gate workflow\u2019s actual security-check code path by checking out the PR head and validating changed files. The other PRs are either orthogonal workflow tweaks or separate hardening steps.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest overall representative: it introduces concrete security-gate behavior, while the others are either unrelated workflow updates, permission tweaks, or comment/secret adjustments that do not duplicate the same code path.", + "best_pr_reason": "PR 46554 is the best representative PR overall because it contains the clearest functional change with an explicit security-check behavior update; the rest are smaller, unrelated workflow edits or separate follow-up hardening changes.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior: self-comment CI stdin handling vs pr-ci security-gate checks." + "reason": "Different workflows and unrelated behavior; one updates self-comment CI stdin handling, the other hardens pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated fixes; no shared code path." + "reason": "Unrelated workflows; no shared concrete bug or code path." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "One updates self-comment CI command piping, the other only annotates the PR CI security gate workflow." + "reason": "Unrelated workflows; one is a CI helper script invocation fix, the other is a security-gate comment/update." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow logic: CI comment handling vs secrets handling in pr-ci-security-gate." + "reason": "Different workflow and different change intent; not the same underlying fix." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are shell-command hygiene in workflows, but they affect different jobs and different scripts." + "reason": "Different workflow targets; both are generic chores but not the same bug or change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark workflow trigger changes." + "reason": "Different workflows: SSH runner hardening vs benchmark trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different fixes; SSH runner script pinning is not the same change as anti-slop permissions." + "reason": "Different workflows and different fixes; only shared broad CI maintenance." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "No same underlying bug: SSH runner environment cleanup vs checkout ref tweak for reviewer assignment." + "reason": "Different workflows and unrelated changes; not duplicate PRs." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow areas; one hardens SSH runner, the other changes PR CI security-gate logic." + "reason": "Both touch CI/security areas, but they fix different workflow paths and issues." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner secret cleanup is not the same as PR CI security-gate permissions/approval logic." + "reason": "Same broad security theme, but different concrete edits in different workflow paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow hardening changes; no same underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow hardening changes; not a duplicate fix." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow maintenance, but anti-slop permission placement and benchmark dispatch trigger are unrelated." + "reason": "Different workflow files and different behavior changes; only generic CI maintenance in common." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different fixes; no single duplicate bug/change." + "reason": "Different workflow files; not the same concrete bug/change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions and build-ci shell quoting are separate changes in different workflows." + "reason": "Different workflow fixes in different files; do not represent one mergeable duplicate PR." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow and different concern: anti-slop permissions vs PR CI security-gate logic." + "reason": "Unrelated workflow areas; no shared code-path problem." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref change is unrelated to benchmark dispatch support." + "reason": "Different workflow automation changes; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and code paths; reviewer assignment vs build-ci message parsing." + "reason": "Different files and different behavior; only both are workflow chores." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No duplicate behavior: reviewer workflow checkout ref vs PR CI security-gate checks." + "reason": "Different workflow logic and purpose; not the same fix." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both touch workflow YAML, but one adds manual dispatch and the other fixes shell quoting for commit messages." + "reason": "Different workflow triggers/logic; unrelated concrete changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark workflow trigger changes are unrelated to PR CI security-gate behavior." + "reason": "Different workflows and problems; not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci commit-message quoting is a different workflow path from PR CI security-gate checks." + "reason": "Generic workflow cleanup versus security-gate logic; not the same bug." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different fixes: build-ci shell safety vs PR CI security-gate permissions/approval handling." + "reason": "Different workflow files and behavior; only superficial similarity." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different concrete changes: one adds diff-based security checks, the other adjusts permissions and approval gating." + "reason": "Same file, but different fixes: security-check logic versus permissions/approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One changes security-gate behavior, the other only adds explanatory comments; not the same change." + "reason": "Same file, but one changes checks while the other adds comments/documentation; not the same concrete fix." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both relate to security-gate hardening, but one adds repo checkout/diff checks while the other changes secrets inheritance; distinct fixes." + "reason": "Same workflow, but different security-hardening edits; not a single mergeable duplicate." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval logic is not the same as adding comments about reusable workflow safety." + "reason": "Same workflow file, but permissions/approval gating versus documentation notes; not the same bug." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate details: job permissions and approval condition vs secrets propagation." + "reason": "Related security-gate hardening, but distinct changes to permissions versus secret inheritance." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification is not the same as changing secrets passing to the reusable workflow." + "reason": "Same workflow but different intent: explanatory comments versus secrets handling." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build-ci shell quoting fix is unrelated to PR CI security-gate documentation/comments." + "reason": "Different workflow changes in unrelated files; not duplicates." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening and PR CI security-gate comments are different workflows and different issues." + "reason": "Different workflow hardening areas; not the same concrete fix." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build-ci workflow shell quoting is unrelated to secret inheritance in PR CI security-gate." + "reason": "Different workflow changes with no shared code-path issue." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and distinct fixes; no shared concrete bug." + "reason": "Different workflow hardening changes; no duplicate relationship." } ] }, @@ -26551,7 +26632,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "340cd277200e4b09cd17dcaa24ca35b590fda4e0f2d158db7b47dbd758b198f2", + "prepared_review_unit_hash": "01c9deb65755bc4bb83f7126f2c06037e31af2673957b0188270d3b6994cc133", "component_budget": { "node_count": 2, "item_count": 2, @@ -26573,18 +26654,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs fix the same right-window off-by-one in the sliding window mask for MoonshineStreaming; the newer PR also carries the same fix into Gemma4 and adds a test, so it subsumes the narrower one.", - "confidence": 0.95, + "summary": "Both PRs fix the same MoonshineStreaming off-by-one in the right side of `sliding_window_mask_function` (`-dist <= right_window_size`), and the second PR is a superset that also applies the same fix elsewhere and adds a test.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the better canonical PR because it includes the MoonshineStreaming boundary fix, extends the same fix to Gemma4, and adds a test, so it subsumes PR 46310's narrower change.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it includes the same MoonshineStreaming fix plus test coverage, while also carrying an additional related model update.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest standalone candidate: it addresses the same concrete off-by-one bug in the mask function, covers all affected implementations shown here, and validates the fix with a test.", + "best_pr_reason": "PR 47162 is the strongest representative of the change set: it fixes the same concrete bug in the same code path and includes validation, making it the most complete candidate.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Both PRs fix the same underlying off-by-one in the right side of sliding_window_mask_function/inner_mask (changing < to <= on the same boundary). PR 47162 clearly subsumes the narrower MoonshineStreaming-only patch and could plausibly be merged as one combined fix." + "reason": "Same underlying MoonshineStreaming right-window off-by-one fix; the second PR contains the same exact change in the shared code path and can plausibly subsume the first." } ] }, @@ -26614,12 +26695,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "8bdac39c8fee9fc312ad9a5ce083ef783d8962bf61af1b52fe20c98325c9b10c", + "prepared_review_unit_hash": "320b2cee8661e5c51fab981bdcd39dbf9c3f7596b0cafb4f5c2866ac7935ec0e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26627,7 +26708,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26636,18 +26717,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated tokenizer fixes and should not be clustered together: PR #46574 fixes CodeLlama decoding of leading spaces, while PR #46580 fixes DeepSeek-Coder/DeepSeek-LLM being assigned the wrong tokenizer class. Different model families, different code paths, different bugs.", - "confidence": 0.99, + "summary": "The two pull requests address different tokenizer-loading bugs in different code paths: CodeLlama decode stripping vs. DeepSeek-Coder/DeepSeek-LLM class selection in AutoTokenizer. They are not duplicates and should remain separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these patches target different tokenizer subsystems and different model families, so neither can stand in for the other.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46580 is the better representative only if one must be chosen, because it addresses a broader tokenizer-class selection problem for multiple DeepSeek checkpoints and uses explicit checkpoint-based targeting.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Reject: the PRs fix distinct problems. #46574 changes CodeLlama decode behavior to preserve real leading spaces; #46580 changes auto-tokenizer mapping for DeepSeek checkpoints loading as the wrong tokenizer class." + "reason": "Different underlying problems and code paths: 46574 fixes CodeLlama decoder behavior on decode, while 46580 adds checkpoint-prefix overrides so certain DeepSeek checkpoints load the correct tokenizer class. They do not look mergeable into one PR." } ] }, @@ -26666,8 +26747,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46696-2", "nodes": [ @@ -26740,40 +26821,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "e40f9e6741502adbc00c06c6814b863ee1d1609ed8db571ed61c8b377877212d", + "prepared_review_unit_hash": "6429ed5c2c9e93fb4769ef0af441f3049bef3dbb50d88f818f363fec5754e512", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both about padding-mask handling, but they fix different bugs in different code paths: #46773 targets linear-attention models skipping masks for batch size 1, while #47087 fixes recurrent attention masking being skipped on continued forwards/chunked prefill. They are not duplicates.", - "confidence": 0.97, + "summary": "Two open PRs both address skipped padding-mask application, but they do so in different code paths and for different triggers: one fixes a batch-size-1 guard in linear-attention model code, the other fixes continued-forward/chunked-prefill behavior in shared recurrent masking utilities. Related theme, not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two changes address distinct masking bugs in different subsystems and should not be collapsed into one triage item.", + "canonical_pr_reason": "PR 47087 is the better representative because it targets the shared masking utility and has explicit issue linkage, making it the more central fix in the cluster.", "best_issue_reason": null, - "best_pr_reason": "47087 is the stronger standalone representative because it has an explicit issue target, a focused masking-utils change, and a clearer, narrower bug definition.", + "best_pr_reason": "PR 47087 is the strongest standalone candidate: it addresses a concrete recurrent-mask regression in a shared code path and includes tests across multiple affected models.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Different failure modes and code paths: one fixes batch-size-1 masking in linear-attention model implementations, the other fixes recurrent masking during continued forwards/cache continuation. They are related thematically but not the same underlying bug." + "reason": "Both concern padding masks, but 46773 fixes a batch-size-1 guard in linear-attention model implementations while 47087 fixes continued-forward/cache-continuation handling in masking_utils. Different bug triggers and code paths; not mergeable as one PR." } ] }, @@ -26795,48 +26876,79 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47074-2", + "cluster_id": "cluster-47032-5", "nodes": [ + "pull_request:47032", "pull_request:47074", - "pull_request:47076" + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" ], "soft_pairs": [ - "pull_request:47074|pull_request:47076" + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "b82983446d4971b24910744b8c894d86d7e0c0a32e6341b9d899dcdd64070338", + "prepared_review_unit_hash": "7ac36049e8f8b6eb8c56adde7088ed49cd7403619042a399fa892be1fbbadfb3", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4486, - "estimated_input_tokens": 1122, - "estimated_eval_tokens": 2500 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11472, + "estimated_input_tokens": 2868, + "estimated_eval_tokens": 5992 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4486, - "estimated_input_tokens": 1122, - "estimated_eval_tokens": 2500 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11472, + "estimated_input_tokens": 2868, + "estimated_eval_tokens": 5992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one fixes a multimodal input-key bug in AnyToAnyPipeline, while the other adds Gemma4 processor validation for audio placeholders. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These PRs cover separate bugs across different pipelines/models: stop-sequence handling, multimodal input key normalization, Gemma4 placeholder validation, candidate generation length capping, and Qwen Omni postprocessing. None appear to be duplicate fixes of the same concrete code path.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 47074 is the broadest and most central fix in the set, addressing a clear multimodal pipeline input-key bug with direct user-facing impact and test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the better representative change: it fixes a concrete pipeline bug with a clear code-path impact and broader reuse. PR 47076 is a separate Gemma4-specific validation update.", + "best_pr_reason": "PR 47074 is the strongest overall representative because it fixes a concrete pipeline integration error in a shared multimodal entry point and appears well-scoped with accompanying tests.", "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Both relate to generation/postprocessing, but they target different models and different bugs: stop-sequence handling in image-text-to-text vs tuple/list output decoding in Qwen Omni. Not the same underlying change." + }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different components and different bugs: AnyToAnyPipeline key normalization vs. Gemma4 audio placeholder validation. They are not the same underlying change." + "reason": "Both are multimodal, but one normalizes AnyToAnyPipeline input keys while the other validates Gemma4 audio placeholders in processor inputs. Different layers and code paths." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "Different subsystems and failure modes: multimodal pipeline input normalization vs Qwen Omni batched text postprocessing. No shared concrete bug." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "One fixes AnyToAnyPipeline multimodal argument mapping; the other fixes candidate generator length capping in decoding. Unrelated functionality." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "These touch generation output handling in different components, but one is prompt lookup candidate length limiting and the other is Qwen Omni postprocessing. Not mergeable as one fix." } ] }, @@ -26866,7 +26978,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "64d06c8ba70a38e476d25ec6f753442e7937cd301b8f64a48c4fbcaaa8816064", + "prepared_review_unit_hash": "226da79a38439b7e9c2920e2f38946ed68dcf73ba0cd02e6a28f1d458292f91f", "component_budget": { "node_count": 2, "item_count": 2, @@ -26888,18 +27000,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one re-enables and tightens a VITS forward test, while the other updates an RT-DETR v2 weight converter for changed model keys. They do not fix the same bug or belong in the same duplicate cluster.", - "confidence": 0.98, + "summary": "These two pull requests are unrelated: one re-enables and updates a VITS forward test, while the other fixes an RT-DETR v2 weight-conversion mapping. They do not target the same bug or code path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 47129 is the more substantive source-code fix, but the pair is not a duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 47129 is the better representative because it fixes an actual converter path rather than only adjusting tests.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different models, different code paths, and different change types (test adjustment vs. converter mapping fix). They are not the same underlying bug or a mergeable single PR." + "reason": "Different models, different files, and different problems: VITS test expectations vs RT-DETR v2 converter key mapping." } ] }, @@ -26936,70 +27048,70 @@ "pull_request:47123|pull_request:47150", "pull_request:47124|pull_request:47150" ], - "prepared_review_unit_hash": "0b9bf5d22cff273f7417e01ccc35803d32dd8dca9077b02ab7bc40c6d09118d2", + "prepared_review_unit_hash": "1d2ebf90c2ba72d49ef4af7bd2ec4d21ee4079554828a49d02bd92a222f7eff5", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 9333, - "estimated_input_tokens": 2334, - "estimated_eval_tokens": 4924 + "serialized_chars": 9330, + "estimated_input_tokens": 2333, + "estimated_eval_tokens": 4922 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 9333, - "estimated_input_tokens": 2334, - "estimated_eval_tokens": 4924 + "serialized_chars": 9330, + "estimated_input_tokens": 2333, + "estimated_eval_tokens": 4922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are not duplicates: they target different models and different failure modes. One is a Whisper generation fix in source code, while the others are model-specific test expectation/load fixes for EdgeTam, MiniMax-M3-VL, and Falcon-Mamba.", + "summary": "This cluster is not a true duplicate set: the four PRs fix different models and different failure modes (Edgetam import_or_config, MiniMax-M3-VL load_error, Falcon-Mamba output mismatch, Whisper generation length handling).", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47150 is the strongest standalone code fix in the set: it changes Whisper generation length handling in the model code itself, rather than only adjusting tests or making a narrow compatibility workaround.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47150 is the best representative PR because it addresses a concrete runtime behavior bug in the core generation path and is more substantive than the test-only or model-specific cleanup changes in the other PRs.", + "best_pr_reason": "No single PR is a clear canonical representative because the cluster is heterogeneous; if forced to pick a representative, 47150 is the most substantive code-path fix, but it is still unrelated to the others.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and different problems: EdgeTam drops an unexpected kwarg in the backbone path, while MiniMax-M3-VL adds an offload folder for device_map loading. Not the same underlying bug." + "reason": "Different models and different fixes: Edgetam removes an extra kwarg before backbone forward, while MiniMax-M3-VL adds an offload folder for device_map loading. They do not address the same bug." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "EdgeTam runtime compatibility fix vs. Falcon-Mamba expected-output test updates. Different code paths and failure modes." + "reason": "Edgetam forward-argument cleanup and Falcon-Mamba expected-output updates are unrelated; one is a code fix in model internals, the other is a test expectation adjustment." }, { "left": "pull_request:47122", "right": "pull_request:47150", "accept": false, - "reason": "EdgeTam backbone kwarg cleanup and Whisper max_length handling are unrelated model-specific bugs." + "reason": "These target different subsystems and failure modes: Edgetam backbone kwargs vs Whisper max_length adjustment during generation. Not the same underlying change." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "MiniMax-M3-VL loading/offload setup and Falcon-Mamba output expectations are different issues; one is a load configuration fix, the other is a generation test mismatch." + "reason": "MiniMax-M3-VL loading/offload setup and Falcon-Mamba generation output mismatches are unrelated test fixes for different models." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "MiniMax-M3-VL device_map offload workaround is unrelated to Whisper generation length logic." + "reason": "MiniMax-M3-VL load_error workaround and Whisper generation length fix are distinct problems with no shared code path." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Falcon-Mamba only changes test expectations, whereas Whisper changes source generation behavior. Different artifacts and different underlying bugs." + "reason": "Falcon-Mamba expected-output updates are test-only, while Whisper changes generation config behavior in code; they are not mergeable as one fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 1d7b4a353c30857a047795e78a98fecca19cf736..4d860fdd0759223ddad0784cb84754487ad9b151 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260709t060021z", + "analysis_id": "hybrid-model-20260709t120026z", "archived_artifacts": { - "hybrid": "snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260709T060021Z/analysis-runs/hybrid-model-20260709t060021z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-09T06:12:16Z", + "published_at": "2026-07-09T12:11:26Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260709T060021Z", + "snapshot_id": "20260709T120026Z", "variant": "hybrid" } diff --git a/snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.json b/snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..5322fea2ad134099e655aa3219ffc10fbffc74dd --- /dev/null +++ b/snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.json @@ -0,0 +1,5408 @@ +{ + "schema_version": "1.0", + "repo": 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"right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-46894-7", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897 + ], + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43451-14", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46196, + 46376, + 46658, + 46836, + 47003, + 47034, + 47077, + 47096, + 47163, + 47166, + 47180, + 47181, + 47184 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-14 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46310, + "duplicate_pr_numbers": [ + 47162 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46693-3", + "canonical_pr_number": 47134, + "duplicate_pr_numbers": [ + 46696 + ], + "target_issue_number": 46693, + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-7", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958, + 47090, + 47200 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-7", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 11 inbound references.", + "score": 183.0 + }, + "best_pr": { + "cluster_id": "cluster-43451-14", + "pr_number": 43451, + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 14 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1213.678 + } +} diff --git a/snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..7189528e856c64bd65639f427df1636d5182ba08 --- /dev/null +++ b/snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27126 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260709T120026Z", + "generated_at": "2026-07-09T12:11:24Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:46165|issue:46468", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "9153cad91d20d274d7c899d4acdfa6d7c872363de773e907fa3f3e3a9e3e0ddb", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46276, + "estimated_input_tokens": 11569, + "estimated_eval_tokens": 23394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate links are false positives across unrelated model, runtime, and docs issues. I only consider two pairs true duplicates: the torch 2.4.1 incompatibility reports (45800/46515) and the Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports (43596/43638).", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45800 is the best canonical anchor: it states the incompatibility concretely (torch 2.4.1 vs transformers 5.8.0) and is the clearest representative of the accepted torch-version duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45800 is the most actionable and specific issue overall, with the cleanest version-scoped title and the strongest fit for being the representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model/config failure vs streaming API failure; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models and platforms; AMD GPU failure is unrelated to the MPS Int histogram error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Vision/text dtype mismatch vs AMD GPU issue; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime path; both mention errors, but not the same underlying bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Generic model failure vs official example breakage; unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures; not mergeable as one fix." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export failure; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT export issue vs Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Qwen3 device-map CUDA assert is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs outdated RAG examples; different problems." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ImportError for GenerationMixin vs ONNX export failure; unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they concern different removed topics and commands." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking vs remote-code resume issue; unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Remote-code resume bug vs YOLO multi-GPU device-map failure; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape mismatch vs Gemma4 device-mismatch forward failure; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Zero-3 Bert index error vs generic mask-shape mismatch; not the same concrete failure." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Zero-3 Bert index error vs remote-code resume issue; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Generic mask-shape mismatch vs Bert Zero-3 index error; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask mismatch vs Qwen3.5 video token mismatch; unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Remote-code resume bug vs official example breakage; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape mismatch vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration bug vs remote-code resume issue; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs ModernBERT ONNX export; unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures; collective mismatch is not the same as index-out-of-bounds." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure on BertModel; these are duplicate reports of the same bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization bug vs LoRA merge/save/reload mismatch; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime failure vs LoRA model-output mismatch; unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor bug for Voxtral vs remote-code model_class/config_class error; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-shape error vs collective mismatch; different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs YOLO multi-GPU device-map failure; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpoint recompute mismatch vs generic mask-shape mismatch; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram Int error vs YOLO multi-GPU device-map failure; unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but CPU-offload incompatibility and uninitialized-memory after materialization are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch vs unexpected compute_loss argument; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert Zero-3 index error vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert Zero-3 index error vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime issue vs GPT-OSS AMD GPU issue; unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup regression vs video feature/token mismatch; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding-window attribute error vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same underlying torch-version incompatibility report; 46515 is the vaguer duplicate of 45800." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch vs expensive reverse embedding lookup; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch vs Qwen3 device-map assert; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility vs Qwen NVFP4 runtime bug; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast mismatch vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error vs Mistral-3 image dtype mismatch; different code paths." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Phi-tiny-MoE autocast mismatch vs Qwen NVFP4 runtime bug; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs MPS histogram Int error; unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method vs MPS histogram Int error; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime bug vs TRL SFT embedding unpacking bug; unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs TRL SFT embedding unpacking; unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are Zero-3 index-out-of-bounds reports, but Gemma3 and Bert load paths differ enough that this is not a safe duplicate." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention different removed v5 features; same cleanup theme, but not the same concrete issue." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi-tiny-MoE autocast mismatch vs MPS histogram Int error; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs Phi-tiny-MoE autocast mismatch; unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs compute_loss signature change; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU issue vs outdated RAG examples; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs generic mask-shape mismatch; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the conservative rejections fit the available titles/similarity cues. The two accepted pairs are well-supported: 45800/46515 are clearly the same torch 2.4.1 incompatibility report, and 43596/43638 are both the same DeepSpeed ZeRO-3 Bert index-out-of-bounds failure. I did not see any soft-edge verdicts that overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "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:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "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": "6e6d6b15bb6b0eec67bda3530bc1340b9771fb0f84c27b9e68437af7415c1220", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40041, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-load, tokenizer, docs, device-mapping, and runtime failures. Only two soft edges look like true duplicates based on the same underlying regression surface.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45920 is the strongest representative if one must pick a canonical issue: it captures a broad tokenizer regression affecting multiple model families, whereas most other items are unrelated single-model or environment-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global issue candidate because it is broad, high-signal, and clearly regression-oriented; it is more representative than the narrower model-specific reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different problems: torch/version incompatibility versus distributed-build support under USE_DISTRIBUTED=0." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "One is a vLLM model-load failure; the other is a PyTorch distributed build compatibility issue." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are load-time failures, but for different models and different failure modes." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3/empty-shard style index-out-of-bounds failure during model loading." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error versus Qwen3 auto device-map CUDA assert; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Separate documentation problems with different APIs and different broken references." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU execution failure and table QA crash are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy routing and Qwen3-VL video StopIteration are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping mismatch and video token/feature mismatch are different multimodal bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression versus outdated RAG docs." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption/load issue is not the same as NVFP4 compatibility for DiffusionGemma." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to a docs example update." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is a different regression from USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer token-id regression, with 45920 broadening the affected model list." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-build support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and docs RAG issues are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures; not a duplicate." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a Qwen3-MoE model issue; too different to merge." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the shapes, trigger, and model/setup context differ." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading issue is not the same as Ovis2 checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig-field break are separate compatibility regressions." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper failure and pydantic model break are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization regression does not match the table QA crash." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5/chat surfaces, but the reported failures are different enough that they do not look like the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 model-init index error and torch-version incompatibility are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral tracing grouped_mm failure is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 execution failure and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config/sliding-window issue and Gemma4 device mismatch are different model bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat/completions streaming failure and MPS histogram-not-implemented error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding-window config problems." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing failure is not the same as the MPS int histogram error." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and non-template-node compile error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head weight-tying issue and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index-related, but they occur in different model-loading paths and have different symptoms." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback blockage and remote-code config_class failure are separate issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and pydantic PretrainedConfig-field break are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the two accepted soft edges are conservative. The 45812\u219445920 match is well supported by the titles, and 41762\u219443596 is a cautious same-failure-mode call rather than an overclaim. No obvious overstatement in the remaining rejections." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "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:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:44863|issue:45005" + ], + "prepared_review_unit_hash": "adcc3fa3539f5cd795e0466293d41153812d0ae26d51a29067bfef7f914f4554", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36245, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bundle of Transformers bug reports. I only see two likely duplicate pairs: the input-validation error-message reports and the Qwen video-input regression reports; the rest look distinct.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best broad representative of the repeated remote_code/custom-module loading regression theme, but it still does not subsume the unrelated indexing, multimodal, quantization, and docs reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures and model families: PaddleOCR-VL load error vs GGUF gpt-oss support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexError-shaped, but they describe different code paths and different model/training setups." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral is unrelated to GPT-OSS tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different bug from Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss architecture support and Qwen3.5 streaming inference are separate issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Init-empty-weights/_is_hf_initialized type error is unrelated to the PretrainedConfig pydantic breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM from reserved-memory growth is not the same as tied-weights handling on translation models." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is a different bug from the PretrainedConfig field regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but the mask-length mismatch and ZeRO-3 empty-tensor error are different root causes." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and video token/feature mismatch are related only at a high level, not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers version incompatibility are different categories of failure." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both point to the same Qwen3.5 video-input regression: the broad v5.3.0 report and the concrete Qwen3.5-9B apply_chat_template mismatch look like the same underlying bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 quality/embedding complaints are too vague versus the specific AutoModel/pipeline nonsense-output bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 init index error and trust_remote_code resume failure are different loading/training paths." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory reads are separate model-initialization bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issues and remote-code config_class errors do not share the same underlying code path." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is not the same as TRL unpacking input-embeddings failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and TRL input-embedding unpacking are different failures." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and the GLM5 issue are unrelated model reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom-module loading, but one is a leaf-directory cache collision and the other is a save/load wrong-module report; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3Moe and flash-attn2 fallback blocking are unrelated configuration paths." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 are not the same as translation-model tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion and docs about the removed run command are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading/OOM and tied-weights translation issues are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs referencing a removed command." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache on Qwen3.5 and tied-weights translation models are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and GraniteMoEHybrid invalid-method calls are different code paths." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are about input_ids/inputs_embeds validation producing incorrect error handling; 46463 looks like the T5-specific instance of the broader XOR-validation bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weights translation regressions are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative about the heterogeneous bundle, and the two accepted duplicate pairs are plausibly the same underlying bugs rather than overreaches. The false-pair rejections also read cautious and consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "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:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:41553|issue:43883", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:45081|issue:45399" + ], + "prepared_review_unit_hash": "179feae4d5fcbff3bc0b71af86e678bc73b8ec07ea0dacdcff3e22bab7d76a84", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36503, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "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 bug reports. The only clear duplicates are the non-persistent buffer corruption reports, plus a separate cache-length tensor regression and a Gemma4 quantized embedder casting bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43950 is the clearest, most concrete statement of the non-persistent-buffer regression: it names the affected API (`from_pretrained`) and the failure mode (silent corruption of `register_buffer(persistent=False)` state).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43950 is the best representative issue overall because it is precise, root-cause oriented, and broad enough to subsume the near-duplicate buffer-regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but they concern different models and different failure modes; not the same bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder v1 output corruption and the other is CodeLlama leading-space round-trip loss; different underlying issues." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc-example errors versus worse text embeddings are related only at the model family level, not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same Transformers v5 regression where non-persistent buffers are filled/corrupted with junk during loading." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated errors: custom trainer loss signature mismatch versus Gemma3 DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: Transformers 5.x corrupts non-persistent buffers on load." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities affecting different code paths and error types." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is essentially a follow-up/duplicate." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype/attention issues, but the concrete failures are different models and different mechanisms." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding quality regression; the other is a tokenizer behavior change across versions." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions, but they affect different model families and likely different root causes." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Different SigLIP2 problems: zero probabilities versus text embedding quality degradation." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache API contract bug: `get_seq_length()` returns a tensor instead of an int, breaking downstream slice arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffer/materialization problems, but one is non-persistent buffer corruption and the other is uninitialized `inv_freq` after `to_empty`; not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is low quality embeddings and the other is HF vs JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 MoE issues: flash-attention packed-sequence misinterpretation versus CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training/memory regressions: LoRA gradient checkpointing ineffective versus int4 quantization reserved-memory OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different Gemma/Qwen materialization bugs with distinct failing code paths and symptoms." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise versus a specific model loading failure; no shared underlying bug is evident." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely unrelated training/DeepSpeed error versus early-stopping metric lookup behavior." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different tokenizer-loading regressions: DeepSeek-Coder detokenization versus flash_attn import lookup on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading problems, but one is logging noise and the other is a specific tokenizer/model load failure." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: bad AutoTokenizer error message for Voxtral versus missing `all_tied_weights_keys` on Molmo." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`trust_remote_code` missing fields is a specific symptom; the other is a broader umbrella report about remote-code breakage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and mechanisms: Gemma3 ZeRO-3 loading failure versus Qwen3Moe FP8 config failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both involve training efficiency, but one is LoRA checkpointing and the other is Qwen3 MoE memory usage; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export API issue versus bitsandbytes parameter-construction incompatibility; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS MoE histogram kernel error versus Gemma4 PLE device mismatch; different subsystems and failures." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash versus flash-attn fallback selection; unrelated code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate calls are well-supported by the titles and descriptions, especially the non-persistent buffer regression cluster, the cache-length contract bug, and the Gemma4 quantized embedder casting issue. The false pairs also read as cautious rather than overreaching." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43782|issue:44960", + "issue:41553|issue:43881", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43827|issue:44509", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43257|issue:45305", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:41553|issue:44991" + ], + "prepared_review_unit_hash": "eff673fe9a9ddc520f6f7df95e24ec8b2fc7f147d7b5ad37308781a7012110e0", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35990, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of separate Transformers issues with a few clear duplicate pairs. The strongest true duplicates are the v5 docs pipeline-removal reports, the `_is_hf_initialized` loading regression reports, the same mask-shape IndexError reports, and the training-loss double-shift reports. The rest are only loosely related by model family or subsystem and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46894 is the most connected and clearly scoped tracker among the duplicate-like items: it has the highest reference activity here and explicitly identifies the training-loss double-shift regression, with 46897 reading as the same bug on another model.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46894 is the best representative issue in this set because it is specific, actively referenced, and already framed as the underlying bug pattern rather than just a one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different failures and model families; one is a Qwen3-VL weight_only load error, the other is a generic GLM5 report." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and different failure modes; too broad to call duplicates." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regressions and a Gemma4 device-mismatch bug are unrelated concrete code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is an add-new-model-like tokenizer-mapping edge case; the other is a broad remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and device-map mismatch in Gemma4 PLE are not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code breakage and a Kimi tokenizer regression are distinct issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is a version-compatibility loading failure and the other is a warning about tied embeddings; not the same defect." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model failures with different missing attributes/errors; no clear shared code path." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they concern different conversion directions and likely different hot paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "An `_is_hf_initialized` constructor regression and a YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve AutoModel behavior, but one is a config-unwrapping issue and the other is a remote-code config_class AttributeError." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility: both report unexpected-argument failures during model loading, just through different paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same v5 docs regression: obsolete pipeline task references that should have been removed together." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Related only at a high level (remote-code loading); the concrete failures and fixes are different." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in DeepSeek-related models, but the specific bug descriptions and code paths differ." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "A tied-weight bug in Mistral3 and a non-persistent buffer corruption regression are separate issues." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern; only the affected model differs, so they can plausibly be merged into one fix." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both use DeepSpeed, but one is a weight-loading/MoE conversion problem and the other is gradient averaging with GAS." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and _torch_extract_fbank_features() are plausibly related, but the available evidence is not enough to confirm the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Compute-loss signature mismatch and tensor mask shape mismatch are unrelated errors." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective and missing gradient-checkpointing support flag are not the same concrete defect." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but the model families and missing-weight symptoms are different enough to keep separate." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no strong evidence of one root cause." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and void-segmentation-map image processing are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video/Qwen models, but one is a broad input regression and the other is a specific StopIteration failure." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion and flash_attention sinkless-model crash are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask/tensor shape mismatch error reported with the same symptom pattern, so they look like duplicate reports of one bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading complaints, but the model names and failure modes differ; not a duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted pairs are well-supported duplicate/near-duplicate reports, and the rejected pairs generally differ by model family, failure mode, or code path without overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:41553|issue:44488", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:45672|issue:46899", + "issue:43632|issue:45834" + ], + "prepared_review_unit_hash": "a5c2c6ade534d99176d0cc1ec3a810a2964eaad9b1f64513df925752cc6debc3", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37398, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 + }, + "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 only clearly duplicate-looking pair is the custom model initialization regression (43645/43646). Most other soft-similarity pairs share only a model family, subsystem, or broad symptom class, which is not enough to merge them conservatively.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43646 is the best canonical issue because it states the broadest form of the shared custom-model initialization regression in Transformers v5, and 43645 looks like a narrower manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best global issue representative because it is broad enough to subsume the closely related custom model init report while staying concrete about the failing path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failures; they are only loosely related by being model-specific bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and an autocast dtype mismatch are separate concrete problems." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different code paths and symptoms: PagedAttentionCache crash vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading-related, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Same broad model family, but GGUF architecture support and sliding_window behavior are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A ZeRO3/Bert index error is not the same as a torch-version incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve position/rope concepts, but the model, trigger, and code path differ." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer/model loading is the shared area, but one is a bad error message and the other is a load failure for a different model." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared concrete bug beyond both being runtime/model issues." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different underlying problems: ZeRO3/Bert index error versus torch-version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but the inferred embedding leak and empty-transcription failure are distinct." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but FSDP2 shared_kv_states rebuild and device_map mismatch are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure and meta-device loading breakage are separate regressions." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "A missing import and a meta-device loading issue are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and failure modes; no evidence they are the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and a long-OCR index error are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers v5 custom model initialization regression; 43646 is the broader report." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and failures: video StopIteration versus MPS histogram support." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/position handling, but they are different bugs with different triggers and backends." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and a Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5-related, but video StopIteration and embedding unpacking are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different architectures and failure modes: torch.compile SDPA issue versus FlashAttention position_ids bug." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but for different versions and different code paths." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch is unrelated to a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping bookkeeping and Gemma4 device placement are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: video StopIteration versus mask shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model, but the packet only shows two different symptom reports; that is not enough to conservatively merge them as the same bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they affect different models and do not clearly share the same failing path." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "A ZeRO3/Bert index error and tokenizer mapping logic failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed/Bert index error and tokenizer mapping failure are different concrete bugs." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 multimodal issues, but the 4-bit finfo error and unsafe dtype cast are distinct." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "The _is_hf_initialized regression and the Kosmos2.5 OCR index error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and 43645/43646 is a solid duplicate-looking pair. However, the analyst overstates one soft-edge verdict: 38175/43994 is accepted on the basis of the same model and broad output pathology, but the packet only shows two different symptom reports for siglip2-base-patch16-224, not enough to conservatively call them the same bug. Because the task requires conservative soft-edge judgments, this should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406" + ], + "prepared_review_unit_hash": "5eaca2d713c1b01a59ec4b4c1c482c21bcfd4f4c6a39e90547216d183890f4df", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36033, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers regressions, not one duplicate cluster. I only see two clear duplicate pairs: the v5 non-persistent-buffer corruption bug, and the resize_token_embeddings / output-embedding update regression. The rest are model- or subsystem-specific failures that do not look mergeable into the same fix.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45488 is the broadest, most user-facing concrete regression here: a silent tokenizer break in v5 with multiple inbound references and a clear failure mode, while the other items split into narrower or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best single anchor for the set because it is open, well-referenced, and describes a concrete regression with wide model-family impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and different failure paths: Qwen3 MoE LoRA loading vs BitNet packed-weight loading in accelerate." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated bugs: tokenizer-mapping handling vs a tensor mask shape mismatch in a model forward path." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/offload pain, but one is dequantized-model device_map failure and the other is mmap OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a docs-example model/processor mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical v5 regression about non-persistent buffers being filled with junk; same symptom and same fix surface." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different concrete failures: auto device mapping cuda assert vs FineGrainedFP8Config loading on Qwen3MoE." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems and symptoms: FP8 config load failure vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both are Qwen/Gemma-adjacent model issues, but they concern different architectures and different bugs." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model stacks and different failure modes: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but the titles point to different models and no shared concrete code path is evident." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different issues: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related to dtype/config handling, but one is composite-checkpoint loading and the other is from_config dtype staleness; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 save/load regressions, but one is DeepSpeed ZeRO-3 weight loading and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different model implementations and failures: GraniteMoEHybrid invalid method call vs broken Nemotron example." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization corruption bug; the other is notebook/custom-model initialization behavior. No same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different model families and likely different root causes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2-related, but docs-example errors vs inference producing nonsensical results are not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and code paths: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory/offload themed, but one is Qwen3 MoE training efficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model families and symptom scope; not the same loading or resize regression." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to the resize_token_embeddings output-embedding bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures: unit-test loading for GLM-4.7-Flash vs weight-shape mismatch for Qwen3-VL-30B-A3B." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Training-resume step counting is unrelated to optimizer SGD arguments not being applied." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory OOM." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and storage/loading flows: GLM5 vs quantized sinq save/load corruption." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/load extra_state handling and init_empty_weights _is_hf_initialized errors are distinct code paths." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same broad error pattern, but these are model-specific training-loss bugs in different implementations, not one clear shared issue." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: output embeddings / decoder embeddings are not updated in related model implementations." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different model families and stem from different tokenizer-path changes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in transformers serve." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The two accepted pairs are strongly aligned by title and bug pattern, while the rejected pairs mostly differ by model family, subsystem, or concrete failure mode. No clear overstatement of evidence stands out, though the \u2018broadest\u2019 characterization for issue:45488 is somewhat judgmental rather than strictly provable from the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:44291|issue:44756", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:44589|issue:44756" + ], + "prepared_review_unit_hash": "456a8c0c2894b487dd9912f1b21ac19f6ff92f391217a0eb752217cb45cfd024", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37382, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: most items are unrelated model-specific bugs. The only clear duplicate subcluster is the `resize_token_embeddings` propagation bug around `output_embeddings`/`decoder.embed_tokens`.", + "confidence": 0.91, + "canonical_issue_reason": "`issue:45292` is the broadest, most general statement of the shared bug and cleanly covers the more specific variants in `issue:45276` and `issue:45335`.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best representative issue because it describes the core failure without narrowing to one model variant, making it the best umbrella duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: torch version incompatibility vs `meta`-device loading breakage." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but they are different concrete bugs and code paths." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: tokenizer vocab mismatch vs a model load failure." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated issues: SigLIP2 docs example errors vs GLM5." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different areas: `_is_hf_initialized` init_empty_weights error vs mmap/OOM behavior." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated model/runtime bugs: Qwen3 device mapping crash vs AudioFlamingo3 batch leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: Gemma4 FSDP2 attention state bug vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying bugs, but in different model implementations with no clear shared code-path evidence." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but the reported failures are different and not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both concern outputs, but the underlying defects are different ModelOutput issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different issues in different models: FSDP2 shared state vs CPU offload incompatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and failures: NVFP4 runtime error vs MXFP4 load/fallback behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode restriction." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated: import regression vs Whisper pipeline behavior." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different resource/loading problems: `meta` loading vs Strix Halo mmap OOM." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs affecting different models and execution paths." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers config construction bug is unrelated to Gemma4 FSDP2." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes are different." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same family name, but load failure and broken example are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model families and different regressions." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug; `45276` is a model-specific manifestation of the generic `output_embeddings` failure." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different checkpointing complaint vs a Qwen3.5 RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load extra_state handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but the failures are different (BPE markers vs continue_final_message)." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash is unrelated to Gemma4 FSDP2 attention state rebuilding." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom model save/load, but one is permissions propagation and the other is wrong module resolution." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different checkpoint/loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model notebook initialization issue is not the same as extra_state save/load failure." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to `meta`-device loading." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Direct duplicate: both report `resize_token_embeddings` not updating tied embedding/output paths." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage resolution error is unrelated to the Strix Halo mmap/OOM bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet: the cluster is indeed mostly heterogeneous, and the only clearly supported duplicate subcluster is the resize_token_embeddings/output_embeddings family around 45292, 45276, and 45335. The soft-edge calls are conservative overall, with the two accepts limited to that tight subcluster. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:43425|issue:45823", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:43906|issue:44530", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "89d109a5f94c56fac24611d4b863229994bacca81e6d8f2f88cc436c5f0ff99c", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37545, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers regressions across tokenizer loading, custom model initialization, dtype/device mismatches, training-loss bugs, and docs issues. No soft pair looks like the same underlying fixable bug, so all soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "If a representative is needed, issue 43646 is the broadest member of the custom-model-initialization subgroup; otherwise there is no true canonical because the cluster spans multiple unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single representative of the only coherent mini-cluster (custom model init / loading regressions), but it does not cover the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression vs Trainer resume/max_steps calculation; different code paths and symptoms." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size inconsistency vs model/tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention double-shifted training loss, but they are model-specific reports without evidence of one shared underlying code path." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility vs autocast dtype mismatch in one model; related theme, but different failures." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "convert_tokens_to_ids performance regression vs CodeLlama leading-space round-trip regression; unrelated tokenizer behavior." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models vs slower token-to-id conversion; one is correctness, the other performance." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache crash with a specific group type vs template-compilation TypeError; different subsystems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression vs general tokenization changes across versions; not the same underlying issue." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom-model loading, but one is base_model_prefix handling and the other is notebook-specific initialization behavior." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility vs YOLO multi-GPU device_map failure; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs Gemma4 device mismatch under auto device mapping; different problems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue vs Mistral-3 image preprocessor/model dtype mismatch; not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language regression vs inconsistent from_pretrained behavior inside Python classes; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "General Torch incompatibility vs Gemma4 PLE device placement bug; different failure modes." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage object vs non-template-node compilation error; unrelated runtime errors." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression vs a generic mask/tensor shape mismatch; not enough to call them the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they document different removed/changed APIs and tasks." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 wrong outputs vs ModelOutput key assignment bug; different layers and symptoms." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling vs composite Qwen config unwrapping; unrelated model-loading problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of one issue vs a Qwen3.5 PagedAttentionCache crash; no shared bug evidence." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer method conflict vs gguf_file loading breakage; both loading-related but clearly different causes." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/exportability issue vs Perceiver non-default-resolution failure; separate model/export paths." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load regression vs continue_final_message bug in mistral_common tokenizers; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Reproduction of another issue vs mistral_common continue_final_message regression; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Two tokenizer-loading regressions, but for different models and different code paths (_patch_mistral_regex vs general tokenizer load)." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior vs MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression vs tokenizer load failure for EMBEDDIA/est-roberta; different failures." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 issues, but one is auto device placement and the other is 4-bit quantization dtype casting; distinct bugs." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification bug vs double-shift training-loss bug in another model; different loss formulations." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage vs Strix Halo mmap OOM workaround; different memory issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error vs compiled flex_attention torch>=2.9 failure; 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": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "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:43931", + "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:45081", + "issue:45084", + "issue:45479", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43632|issue:47050", + "issue:43299|issue:43931", + "issue:44488|issue:44987", + "issue:45479|issue:46897", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:44451|issue:44987", + "issue:43643|issue:44530", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:44811|issue:45584" + ], + "prepared_review_unit_hash": "ce47833a49fb994c139df5577eec31db9909f552937cc7221614633866789386", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36515, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose grab-bag of mostly unrelated Transformers regression reports, many of them broad v5-loading/tokenizer issues. The soft pairs share subsystem/theme similarity, but they do not appear to be the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative of the cluster\u2019s recurring v5 regression theme: generic custom model initialization breakage. It best captures the common \u201cTransformers v5 breaks model setup/loading\u201d pattern seen across several nearby issues without being overly narrow.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to anchor this cluster because it is general enough to represent the repeated v5 initialization/loading regressions, while still being concrete and user-facing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different bugs: one is an internal _is_hf_initialized flag regression, the other is an ONNX export dtype mismatch in attention." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE loader regression and the other is a weight-shape mismatch; not the same concrete failure." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Distinct model-loading failures: one is for cjvt/sleng-bert, the other for physical-intelligence/fast under transformers>=5.1.0." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different training-loss bugs: a general zero-loss classification issue versus a Florence2 double-shift bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "One is a model/tokenizer loading failure, the other is a Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Related v5 loading regressions, but one is base_model_prefix handling and the other is non-persistent buffers being initialized incorrectly." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Completely different bugs: T5 tokenizer special-token name conflict versus Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other produces incorrect DeepSeek-Coder v1 output due to a separate fix gap." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Different tokenizer/model issues: BPE marker handling in Ministral tokenizer versus lm_head weight tying in Mistral3ForConditionalGeneration." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: image preprocessor dtype mismatch versus a template compilation TypeError." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both touch model internals, but one is CLIP text-model structure drift and the other is Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different areas entirely: tokenizer mapping logic versus compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast TypeError and Whisper return_language regression are unrelated code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "One is a specific model load failure for ScandiBERT; the other is a broader transformers>=5.1.0 tokenizer/load regression affecting a different model." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to Qwen3.5 PagedAttentionCache crashing on invalid group type." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: torch dynamo grouped_mm tracing failure in Mixtral versus a template-node compilation error." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen models, but the failures differ: FineGrainedFP8Config load failure versus PagedAttentionCache invalid group type." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Different device/offload regressions: XLNet CPU arange issue versus Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model is not the same bug as TokenizersBackend failing to refresh its post-processor after special-token changes." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning failures are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one concerns junk non-persistent buffers and the other custom model initialization; they are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different packaging/backend problems: missing tensorflow in the torch extra versus an unrecognized tensorflow_text backend mapping entry." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer/pipeline issues: multi-image iterable dataset finetuning versus continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom model initialization are distinct failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio code, but the crash sources differ: unsupported center argument in LasrFeatureExtractor versus _torch_extract_fbank_features()." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but for different models and failure modes; not mergeable as one concrete fix." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one breaks AutoTokenizer/AutoModel.from_pretrained generally while the other is a specific Qwen2.5-GGUF v5 load failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription generation after align_special_tokens." + } + ] + }, + "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": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43645|issue:46661", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:43404|issue:44466", + "issue:43883|issue:44488", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44464|issue:45987", + "issue:42915|issue:44589", + "issue:44008|issue:46899", + "issue:43531|issue:44877", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43322|issue:43540" + ], + "prepared_review_unit_hash": "57423d97f5d4b1315f8e96bdde3c607a080791c3a82ff86c311abaca8493f9c4", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated closed bug reports; none of the suggested soft pairs look like the same underlying defect. I selected the broad Transformers v5 custom-model initialization regression as the most representative issue in this set.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the broadest/generalized report in the list, describing a core Transformers v5 custom-model initialization regression rather than a model-specific symptom, so it is the best anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the clearest cross-cutting impact and the most reusable framing for duplicate triage; it is broader and more central than the model- or feature-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: template-node compilation failure vs GraniteMoE hybrid calling an invalid method." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths and failure modes: dequantized device_map offload vs Qwen2.5-GGUF v5 loading." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs MIMI batched/single padding-mask mismatch are different issues." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same model family but different concrete failures: three training bugs vs train-mode unpacking crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise on transformer load is not the same as a Mistral regex patch crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure is unrelated to non-template node compilation." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both mention custom models, but one is Jupyter notebook initialization and the other is remote-code config_class handling." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression and non-persistent buffer junk are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug and DAC STE/from_latents mismatch are distinct model-specific issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug is not the same as Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Broken loading of a specific model on v5 is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and num_input_tokens_seen tracking are unrelated trainer issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config Qwen3MoE failure is different from the _is_hf_initialized/init_empty_weights regression." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are not the same as device-dependent serialization inconsistency." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and a model-loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is not the same as MobileLLM key error on load." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Loading ScandiBERT and patch_mistral_regex crashing are different model/tokenizer issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs and OmDet processor size mismatch are separate multimodal bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to a specific-model loading failure in v5.1.0." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache return type mismatch are different generation/cache bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and missing Float8 storage are separate runtime/storage problems." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 3n variable-name collision in forward() is unrelated to Gemma4 quantization dtype casting." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different issues." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to OmDet processor resolution mismatch." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized compatibility and TimesFM window_size AttributeError are different regressions." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segmentation fault loading Llava Next and a Qwen3OmniMoe video-processing ValueError 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": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:45216|issue:45357", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:43716|issue:46899", + "issue:43883|issue:44991", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "25c3bd562ee1484354f75c89c087006c3104fc89ffead456ec9890e9f474b58f", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36825, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer bug reports. I only see one convincing duplicate pair around the Qwen3.5 `save_pretrained` regression; the rest share broad themes (tokenizers, multimodal Qwen, v5 regressions) but do not appear to be the same underlying bug or change.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 `save_pretrained` regression; issue:45357 reads as a narrower follow-up focused on incorrect visual encoder keys in the same save path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative issue because it states the core regression more generally and captures the shared failure mode that issue:45357 narrows down.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and failures: T5 tokenizer load-time `AttributeError` vs Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL models, but one is a video-input regression and the other is still-image temporal position-id scaling; not the same concrete bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs a `StaticCache.get_seq_length()` return-type bug; unrelated code paths." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility vs noisy model-loading logs; no shared underlying defect." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM vs Qwen3-MoE `sliding_window` behavior; different models and failure modes." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression; the second issue is a more specific manifestation involving visual encoder keys." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is iterable-dataset/multi-image finetuning failure and the other is a rope-index temporal-position regression." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading breakage vs non-persistent buffer junk filling; different internal mechanisms." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs a performance regression in `convert_tokens_to_ids`; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction helper issue vs compiled flex attention on newer torch; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype problems, but they affect different models and paths (Mistral-3 image preprocessing vs Gemma-4 quantized audio/vision embedders)." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing `all_tied_weights_keys` attribute vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading-log noise vs tokenizer loading failure; no shared underlying code-path." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing error vs missing `supports_gradient_checkpointing` flag; related topic but not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs GraniteSpeech PEFT checkpoint loading; distinct problems." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different model families with different symptoms (wrong IDs vs leading-space loss)." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "HF initialization flag regression vs Strix Halo mmap/OOM workaround; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure vs missing Float8 storage object; different root causes." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs Qwen2.5-VL iterable dataset multi-image finetuning; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights vs Float8 storage lookup failure; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS vs Whisper batch_decode special-token handling; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs downstream accuracy regression on a different model family; no direct code-path match." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure for Qwen2.5 vs missing `pad_token_id` on Llama4Config; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` vs multi-image iterable-dataset finetuning; different failures." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key assignment bug vs Gemma4 FSDP2 shared KV state rebuild; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE `sliding_window` issue vs `_is_hf_initialized` init-empty-weights argument error; different code paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates vs `add_special_tokens=True` not adding BOS/EOS on one tokenizer; related area but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during auto device mapping vs Mistral regex patch crashing on tokenizer backend shape; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Backend extras packaging issue vs undefined TensorFlow backend error; similar packaging area but different concrete problem." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5 GGUF loading failure vs CLIPTokenizer model_max_length sentinel issue; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:45216 vs issue:45357, is well-supported by the titles as the same Qwen3.5 `save_pretrained` regression with a narrower follow-up symptom. The other pairwise rejections also look 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": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:43296|issue:46821", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:42175|issue:43296", + "issue:44509|issue:46909", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:41553|issue:43582", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "4bae99f2e808fc07c115a98b9fc514f3ff9e9ea042af9df453f40bb5f15e5403", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36291, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mixed bag of unrelated issue reports across tokenization, multimodal position IDs, model loading, offload, docs, and backend/config regressions. Only a couple of pairs look like true duplicates; most are merely same-subsystem or same-version similarity.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs, so any one issue would be a misleading representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for dedupe purposes; the cluster is heterogeneous, with only a few true duplicate pairs and many unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Both are loading/runtime failures, but they describe different concrete problems on different models/code paths." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer, but one is about ignoring tokenizer.json while the other is a Granite token-ID regression." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "One is a ModelOutput key assignment bug; the other is a non-persistent buffer serialization bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure; not the same bug." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they concern different docs examples and different removals." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different symptoms and different paths: device_map/offload loading failure vs MoE training memory inefficiency." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both touch v5 model initialization/loading, but the reported failures are distinct and not clearly the same defect." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but they affect different models and different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal model loading issues with no shared concrete code-path." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL visuals, but one is finetuning multiple images and the other is video position IDs; not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA model structure issue vs Qwen3.5 save_pretrained key regression; different defects." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and different index/position problems." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 implementation discrepancy: the later report describes the user-facing consequence of the same model mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL vision-position regressions, but the exact trigger and computed fields differ enough that they do not clearly match one defect." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate training/loss issues, but on different architectures and loss setups." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a load-time tie failure and the other is a serialization inconsistency." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Init-empty-weights argument handling vs strict config loading are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position ID behavior." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenization changes." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export failures." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated issues: perplexity regression vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are regressions, but one is a multi-Qwen video-input bug and the other is a Gemma4 device-mapping issue." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging vs Apple Silicon TypeError; no shared underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and the pairwise calls are conservative overall. The cluster is indeed heterogeneous, and the only accepted soft edge (43493/43994) is a plausible same-root-cause match. I don\u2019t see any overclaims that would justify rejecting it." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:45823|issue:46821", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701" + ], + "prepared_review_unit_hash": "58e8fc57de6563eb97d10afbb2a6725e353da86f7e16d2d9849d293be402aa3e", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly semantically similar only at a very broad level (tokenization, offloading, device maps, multimodal loading, etc.), but they do not appear to describe the same concrete underlying bug or change. I rejected all soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest and most central-looking report in this set (offloading + quantization, multiple inbound refs), but the overall cluster is heterogeneous, so it is only a weak representative rather than a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to keep as a representative because it has the broadest runtime-loading scope and the strongest engagement signal among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs: dtype mismatch under autocast for Phi-tiny-MoE vs an AttributeError in TimesFM window_size handling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths and symptoms: inputs_embeds/past_key_values generation regression vs Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated: Bark voice_preset issue vs progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Different problems in different examples: SigLIP2 doc/model-processor mismatch and quantization failure vs Qwen2.5-VL iterable dataset multi-image finetuning failure." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-map issues, but they involve different models and likely different failure mechanisms; too broad to treat as the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs torch.export failing on torch_compilable_check are distinct bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention device/load behavior, but one is CPU-offload device mismatch for Bark and the other is DAC.from_latents differing from forward due to missing STE." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failures: AyaVision weight tying vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading issue vs missing supports_gradient_checkpointing flag on Nemotron trust_remote_code variant." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch under device_map=\"auto\" is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI encoder batch-padding-mask mismatch is unrelated to OmDet-Turbo processor producing the wrong image size." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3MoE FineGrainedFP8Config failure are different model/runtime issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one in MoonshineStreaming is unrelated to tokenizer conversion performance regression." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as AutoModelForCausalLM failing to unwrap text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder batching/padding-mask bug is unrelated to Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying bug and BitNet packed-weight unpacking bug are separate issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is general offloading behavior with quantization; too broad to be the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss keyword in CustomTrainer is unrelated to not being able to run 3d_parallel.py." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segmentation fault are different failures in different model families." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault loading Llava Next models is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejecting granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3MoE FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device map cudaErrorAssert on A800 is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization reserved-memory/OOM regression is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "GPT-OSS perplexity anomaly is not the same issue as version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device-map cudaErrorAssert and 3d_parallel.py execution failure are separate problems." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched shape bug is unrelated to version-dependent tokenization changes." + } + ] + }, + "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": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "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:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43065|issue:46402", + "issue:44466|issue:45357", + "issue:43881|issue:44488", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:46612|issue:46858", + "issue:43295|issue:45701", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:36010|issue:42617", + "issue:43550|issue:43606", + "issue:44451|issue:47020", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:44734|issue:46858", + "issue:44008|issue:45823", + "issue:43531|issue:43572", + "issue:44423|issue:45406", + "issue:42915|issue:46291", + "issue:43881|issue:44991", + "issue:36331|issue:41720" + ], + "prepared_review_unit_hash": "9324527e18f7521d7c0014c74cb8b7bb17a3436de3cb103e5be1fd5eac7a7745", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36491, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated trainer, tokenizer, model-loading, generation, serving, and device/offload bugs. There is no strong duplicate family here, so only a broad representative issue can be chosen rather than a true canonical duplicate.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 43873 is the closest thing to a hub: it is open, has multiple inbound references, and covers a broad offloading/quantization failure area. However, the cluster as a whole is not a single duplicate bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative by discussion and inbound references, and its offloading/quantization scope is the broadest recurring theme in the set. Still, it should be treated as a loose umbrella, not a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d concern in Sam3PixelDecoder and the other is a missing text-encoder weight load in Sam3Model; different code paths and failures." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/load serialization, but one is tied lm_head weight behavior while the other is incorrect visual encoder keys for Qwen3.5; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but for different models and likely different root causes; no shared concrete code-path bug." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "One is resume_from_checkpoint/epoch_iterator exhaustion, the other is early stopping requiring metric_for_best_model; different trainer behaviors." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload style problems, but one is quantization offloading and the other is mmap/OOM on Strix Halo; not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs dtype mismatch in bf16 inference; unrelated subsystems and failures." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram/int error and TimesFM window_size AttributeError are unrelated model/backend bugs." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/generation internals, but one is beam-search reorder omission for several recurrent models and the other is static-cache slice arithmetic on non-CUDA backends; different concrete defects." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs broader version-dependent tokenization differences; too general and not the same code path." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading issue vs Trainer max_steps recomputation on checkpoint resume; completely different areas." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs packed-weight unpacking during accelerate loading in BitNet; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Generic custom initialization break in Transformers 5.0 vs inconsistent from_pretrained behavior inside Python classes; not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and failure to run 3d_parallel.py are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and different failure modes: SDPA/compile vs CPU offload device mismatch." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the models/tokenizer stacks differ and the underlying exception paths are not the same." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo resolution mismatch are different preprocessing bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs dequantized model loading with device_map auto/offload; related theme only, not same bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different models and symptoms." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error and YOLO multi-GPU device_map failure are not the same underlying issue." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output resolution mismatch vs Perceiver non-default-resolution failure; both are vision-input issues but not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert and GPT-OSS tensor-parallel failure are different distributed-loading problems." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache handling, but one is /v1/responses KV continuation indexing and the other is static-cache seq-length arithmetic; not mergeable as one fix." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision causing audio_mel_mask error vs Gemma4 PLE device mismatch during forward; different model generations and code paths." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-related multimodal crashes, but one is a tensor/string '.to' failure in continuous batching and the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 quantization failure and kernels import requirement mismatch are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading failures for different models; no shared concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature break vs Qwen3 auto device-map assertion; 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": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145" + ], + "soft_pairs": [ + "issue:44464|issue:46858", + "issue:43526|issue:43883", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:43452|issue:47020", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43388|issue:45059", + "issue:43606|issue:43653" + ], + "prepared_review_unit_hash": "1ca29990d075e005267b3ca61c0f8515f8d9d66e93bc4c9cc5811130cd592171", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous issue bucket spanning unrelated subsystems (tokenizers, multimodal models, cache/offload, configs, docs). The soft edges are mostly superficial title matches; none look like the same underlying bug. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are not duplicates of one another, so there is no single representative bug to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduping: the cluster is semantically mixed, and none of the candidates should be treated as the canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention generation/cache, but one is chunked generation inconsistency under compiled forward and the other is a static-cache slice-arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Completely different areas: BeitImageProcessorFast label reduction vs Molmo weight tying/loading attribute error." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: CamemBERT masked-LM prediction drift vs Qwen3 modular recurrent state reset with cache." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both involve loading/saving paths, but one is a trust_remote_code cache-path collision and the other is permission propagation during save_pretrained." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both raise AttributeError in tokenizers, but they affect different tokenizers and different causes (NER/batching crash vs task-specific method clash)." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the TimesFM window_size AttributeError; different failure types and code paths." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization-version changes and FP8 weight_scale omission are different regression classes." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are different model-loading issues." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in a CLIP model and progressive-generation issues with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer issues, but one is slow/fast inconsistency and the other is a T5Tokenizer constructor/method-name conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset loading are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are separate bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal issues, but the concrete failures differ: video-input ValueError vs from_pretrained weight_only loading error." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and removed-docs mentions are not the same bug." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 and from_pretrained behavior inside Python classes are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "GGUF loading breakage for auto classes and XLMRobertaTokenizer Unigram constructor misuse are different tokenizer/model-loading paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve accelerate/loading, but CPU offload device mismatch and packed-weight unpacking are distinct concrete defects." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-model slash-path import warning is unrelated to undefined variables in the multimodal token-count video branch." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention a window concept, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping on A800 have no shared code path." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label dropping and SAM3 text/bbox behavior are different subsystems and failures." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token registration." + } + ] + }, + "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": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43644", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:45406|issue:45464", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:44077|issue:44625", + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:44625|issue:45479", + "issue:43526|issue:43881", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44368|issue:45357", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:30064|issue:36010", + "issue:44514|issue:44545", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "8f37313f4a053b61c5652518e62c06162a9e836d118d75f85f4b803dde384289", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36596, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "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 issue reports, with a couple of clearer duplicate pairs standing out: the Qwen2_5_VLProcessor batched padding crash and the offline tokenizer-loading regression. Issue 43873 looks like a strong standalone open report with notable inbound references and discussion activity, but its exact standing as the most active item in the packet should be treated tentatively.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 44514 is the cleanest duplicate anchor here: 44545 has the same title and same batched apply_chat_template crash with padding=False, so this is the most obvious issue to keep as the canonical copy among the actual duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is a strong standalone report: it is open, has the highest inbound references in this packet, and describes a concrete runtime regression around quantization/offloading. It stands out as one of the more notable reports, though the overall activity ranking should be treated cautiously.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different failures and different code paths: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs a Float8 storage/type error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different problems: composite config unwrapping vs CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they are model-specific and do not look like the same underlying bug from the titles alone." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems: Qwen3OmniMoe video processing vs static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "One is a model API constraint change; the other is a config propagation bug for num_labels." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern model loading, but they target different models and different missing-key/weights-loading failures." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption vs inconsistent from_pretrained behavior inside Python classes are not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: a model loading failure vs an image-processor torchvision dependency issue." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different symptoms and causes: AddedToken construction error vs loading a specific tokenizer model." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Image-size/interpolation bug vs bfloat16 dtype mismatch; no shared concrete code-path." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are separate training-time issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation of num_labels is not the same as the zero-loss classification bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT Fast label-reduction bug vs glm-4v loading failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision docs/processors, but one is a documentation/example problem and the other is a processor/model size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA device-map assert and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Checkpoint loading with PEFT adapters vs quantized save/load corruption are different persistence bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5 apex memory leak." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A config warning about tie_word_embeddings is not the same as incorrect visual encoder key saving." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unpacking embeddings in SFT training and trainer.evaluate() failing after train are different trainer issues." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation bug vs FA2 long-context performance regression; same area, different bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor update vs save/load losing custom token IDs are separate tokenizer issues." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Unwrapping composite config fields is unrelated to the missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint-loading bug vs quantization/offloading behavior; not the same underlying failure." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe offline tokenizer-loading breakage under HF_HUB_OFFLINE=1; 44843 gives a concrete root cause for the same class of failure." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These have the same title and same batched apply_chat_template crash with padding=False, so they are clear duplicates." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example errors and HF-vs-JAX implementation discrepancy are related only by model family, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise judgments are mostly conservative, but the top-level summary overstates the evidence for issue 43873: it is open and has the most inbound references, but not the most discussion/inbound activity overall in this packet. Please soften that claim and keep the ranking language more tentative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:43653", + "issue:44464|issue:47050", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:44857|issue:47050", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44995|issue:46858", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:46829|issue:46832", + "issue:43596|issue:44220", + "issue:43531|issue:43643", + "issue:44625|issue:47050", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43611|issue:46665", + "issue:45987|issue:46829", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44488|issue:47020", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "93ef1ac82656aeae7a11a526d407b97e1eef45371d180c602823cf20bb3b9cae", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37891, + "estimated_input_tokens": 9473, + "estimated_eval_tokens": 19202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a collection of unrelated Transformers bug reports. The only clear duplicate pair is the static-cache sequence-length contract issue: `StaticCache.get_seq_length()` returning a tensor instead of an int.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46858 is the most specific description of the same underlying bug as 45987: `cache.get_seq_length()` returns a tensor, which then breaks slice arithmetic in static-cache/torch.compile paths.", + "canonical_pr_reason": null, + "best_issue_reason": "46858 is the best representative because it states the concrete failure mode and execution context, making the duplicate cluster easier to understand and fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both are tokenizer-special-token problems, but they describe different bugs and different components." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different code paths: compiled generation consistency vs ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 inference mismatch vs CamemBERT masked-LM regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated bugs: Mamba2 cache correctness vs T5 decoder-input error message handling." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen vision/video, but one is a weight_only load error and the other is a video position-id bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype/precision, but they affect different models and different execution stacks." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer-regex related, but different model regressions and different failure symptoms." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: runtime special-token updates vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different tokenizer regression classes and different affected models; not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Different failures: stale indexer cache in GlmMoeDsa vs cache-length type contract in static cache." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/model-processor mismatch and quantization issues are not the same as offloading behavior." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different problems: SigLIP2 docs/quantization vs Canine ONNX attention dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals: packed-weight loading vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal bugs with different failure modes and code paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA runtime bug vs config persistence/token-ID loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model/tokenizer failures with no shared concrete code path." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different outputs and layers: classification output wiring vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated training/init crash vs audio feature extraction issue." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding window vs AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Different model families and failure modes; no duplicate evidence." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video issues, but one is a processing ValueError and the other is a chat-template token/feature mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position-id bug vs long-context FA2 performance regression are different issues." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both touch model loading, but one is base_model_prefix compatibility and the other is from_pretrained behavior inside classes." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Static-cache sequence-length contract bug is unrelated to VideoPrism output field wiring." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation processor bug vs custom trainer loss signature mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading failures with no shared concrete bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs tokenizer-mapping edge case are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model-specific inference bugs: tokenizer batching vs Perceiver resolution handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer load failure for one model vs Unigram vocabulary type mismatch for another model." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA runtime issue is unrelated to DAC from_latents/STE behavior." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying bug: `get_seq_length()` returns a tensor instead of an int, breaking static-cache arithmetic; 46858 is the more explicit report." + } + ] + }, + "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": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46512", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:44821|issue:45084", + "issue:44008|issue:46858", + "issue:34634|issue:36010", + "issue:39692|issue:45834", + "issue:44843|issue:45081", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:44991|issue:47020", + "issue:44991|issue:46291", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44561|issue:45020", + "issue:43550|issue:45072", + "issue:43421|issue:44811", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:44805|issue:44936" + ], + "prepared_review_unit_hash": "df77002e3be8fddfbd0b5896d4cb48322266c621b70682e7fc3a326a7ddc30a0", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35266, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs across different models and subsystems. The soft pairs mostly share only broad thematic overlap (tokenizers, v5 regressions, cache/dtype issues) but not the same concrete code path, so they should be rejected as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45020 is the broadest umbrella issue in the set, covering generic recent-version remote_code breakages and overlapping several nearby regression reports. Still, the cluster is too diverse for a true single canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it is the most general and central across multiple remote_code-related regressions, but it remains an umbrella tracker rather than a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and different failures: sparse-layer construction vs RoPE layer dropping. Same broad model family theme, not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields under trust_remote_code while the other is strict config rejection for granite_speech. Distinct root causes." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length contract bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment and RTDetrV2 output drift are separate regressions in different code paths." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated failures." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable name collision is unrelated to cache.get_seq_length returning a device tensor in static cache prefill." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset behavior and GenerationMixin import failure are unrelated issues." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal docs/runtime failures in different models; no shared concrete bug." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an unconditional hub call and the other is a tokenizer attribute crash. Related helper, different bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n forward name collision are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4/v5 output regressions, but for different models and different failure modes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR messaging and single-label num_labels=1 zero-loss behavior are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer load failure for a specific model repo is not the same as XLMRobertaTokenizer passing a dict to Unigram." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels dependency/version import failure are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram Int support error are separate backend/model issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading breakage are different loading-path bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is a different code path from dtype mismatch issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are different tokenizer behaviors." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and stale config.dtype after from_config(dtype=...) are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing defects are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR length index error are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removing is_torch_fx_available is one concrete remote_code regression, while 45020 is only a broad umbrella tracker. Not the same specific bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape IndexError and trainer.evaluate after train failure are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43825|issue:43827", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:45003|issue:46285", + "issue:46175|issue:46932", + "issue:43582|issue:44857", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:44589|issue:45042", + "issue:43742|issue:45020" + ], + "prepared_review_unit_hash": "806099ae9af77556830a0fda2a145adddd261ca66c0abc604dbcb830006e61b4", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35934, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer bugs that were pulled together by surface similarity. The only clear duplicate pair is the tokenizer added-token spacing/inconsistency report; the rest should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:28218 is the most concrete statement of the tokenizer added-token spacing bug, while issue:29159 describes the same slow/fast tokenizer inconsistency at a broader level.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best anchor for the tokenizer duplicate pair because it names the exact observed behavior and is easier to triage against.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but they describe different failures: a weight_only loading error vs a flash-attention generation issue." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is about a misleading pipeline error message; the other is a model producing bad outputs with AutoModel/pipeline. Different bugs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "A gather_for_metrics label-dropping bug is unrelated to a Mamba2 use_cache correctness bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template token/feature mismatch is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different Gemma/Mistral-style multimodal failures: dtype mismatch in preprocessing vs a variable name collision in forward()." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL loading is a different problem from missing TP-plan entries causing OOM/shape errors." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "These both point to the same tokenizer added-token spacing inconsistency between implementations; one is the concrete symptom, the other the broader slow-vs-fast mismatch." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video models, but one is a Qwen3OmniMoe input-processing ValueError and the other is wrong vision_position_ids in Qwen2.5-VL." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch and bfloat16 dtype mismatch are unrelated failures in different model paths." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and dtype mismatch in a different model are not the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization breakage is not the same as from_pretrained behaving inconsistently inside Python classes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset handling and CustomTrainer.compute_loss signature incompatibility are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention pipeline removals, but one is an error message regression and the other is stale docs references." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend dependency packaging and a tokenizer regex patch AttributeError are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and version-dependent tokenization changes do not describe the same issue." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon caching allocator TypeError are separate bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIPTextModel structural inconsistency." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 one-hot position embedding memory blowup and Gemma4 quantized dtype casting are different implementation problems." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to a CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "These are different Qwen VL bugs: one is weight_only loading, the other is incorrect rope index scaling for still images." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC.from_latents STE mismatch are unrelated." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image preprocessing issues, but one is over-padding and the other is patch-count calculation for a different model/resolution rule." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and torchvision dependency requirements are not the same code-path bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A MobileLLM key error and a broad remote_code breakage report are too different to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the titles support the overall read that most items are unrelated transformer bugs clustered by broad surface similarity. The soft-edge calls are mostly conservative negatives, and the only positive pair (issue:28218 / issue:29159) is a reasonable tokenizer-duplication candidate from the titles alone. No obvious 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": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47050" + ], + "soft_pairs": [ + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43531|issue:45042", + "issue:43526|issue:43697", + "issue:43906|issue:46209", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43452|issue:44991", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:42490|issue:43257", + "issue:43526|issue:44554", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:42915|issue:43742", + "issue:43329|issue:44479" + ], + "prepared_review_unit_hash": "3c43e12006beaf33d84c8241d58ea30f94924c33c8a5665c8afb7a136b11adb9", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36548, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone bugs; there is no strong single cluster-wide duplicate. The only plausible duplicate pair is the Qwen video regression on the multimodal token-counting/video path: issue 43329 looks like the concrete root-cause report for 44479.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43329 is the best canonical issue because it names the specific shared code path (`_get_num_multimodal_tokens` video branch) and the likely root cause, making it the more actionable representative of the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the strongest overall issue candidate: it is specific enough to anchor triage, explains the failure mechanism, and plausibly subsumes the broader symptom report in 44479.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import-time compatibility error and the other is a tokenizer behavior bug; different code paths and fixes." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different models and failures: torch.compile+SDPA vs MXFP4 quantization fallback. Same broad area, not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure vs Jupyter custom-model initialization breakage are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error for GenerationMixin and a compute_loss signature change are distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion bug vs video multimodal token counting bug; unrelated symptoms and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetrV2 output mismatch are different model-specific defects." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue and an FP8/B200 inference failure are not the same underlying bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert indexing failure is different from trainer.evaluate() breaking after train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Backend extra-install packaging problem vs pipelines import failure from kernels version requirements are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but gguf_file handling and tokenizer loading for EMBEDDIA/est-roberta are different concrete failures." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load custom token ID loss are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma/Mistral tokenizer machinery, but one is regex patching on a missing backend tokenizer and the other is a missing `_tokenizer` on Gemma4Processor." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but they describe different model/config warning behaviors and different reproduction paths." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token-counting regression and auto_mappings referencing removed configs are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning and Qwen3-MoE weight conversion failure are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label reduction in BEiT and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT adapter loading from local checkpoints and Whisper batch_decode skip_special_tokens behavior are different issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading problems, but one is trust_remote_code missing fields and the other is failing to unwrap text_config for composite multimodal configs; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation issue are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embeddings vs fp16 ONNX export dtype mismatch are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero-probabilities in SigLIP2 and a 640px-vs-224px processor/model size mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and Whisper decode token-skipping are separate audio processor bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "A documentation example with multiple errors is not the same as a quantization-loading regression." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion failure and GPT-oss OOM are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe and a MobileLLM loading key error are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying video-input regression in the multimodal token/video branch; 43329 identifies the concrete code-path bug that plausibly causes the broader failures described in 44479." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted duplicate pair, 43329 \u2194 44479, is plausibly the same video-regression bug, with 43329 being the more specific root-cause report. The other soft-edge rejections stay within the evidence available from the issue titles and do not overstate duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44554", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:46832", + "issue:47145" + ], + "soft_pairs": [ + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:44912|issue:47145", + "issue:42915|issue:44821", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:44987|issue:45538", + "issue:43425|issue:46291", + "issue:28282|issue:34689", + "issue:43540|issue:46701", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:39379|issue:44554", + "issue:45137|issue:45405", + "issue:43697|issue:45357", + "issue:44857|issue:46832" + ], + "prepared_review_unit_hash": "a9295090a353a95696f03514b42bb6c816b000ccd9eab4424877b2cfae57535e", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35517, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated Transformers bug reports with a few superficial thematic overlaps (tokenizers, loading, multimodal, quantization). None of the soft pairs look like true duplicates or mergeable fixes.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44568 is the cleanest self-contained bug report here: narrow scope, concrete regression, and an easily verifiable expected-vs-actual tokenizer behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44568 is the strongest triage candidate because it names a specific model, a specific regression window, and a precise failure mode that is likely actionable in one code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined variable/path in multimodal token counting and the other is a batched video processor shape bug; different code paths and fixes." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3 loading, but one is MOE weight conversion with accelerate/deepspeed and the other is a model weight-shape mismatch for a specific VL checkpoint; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: init_empty_weights argument handling vs PIL image processor backend dependency resolution." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated problems: trainer token-count bookkeeping versus perplexity quality on a specific model/dataset." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both concern quantized checkpoint loading, but one is MXFP4 fallback behavior and the other is missing weight_scale application for frozen FP8 compressed-tensors; distinct failures." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL import/loading are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but they point to different models and likely different root causes; not one concrete bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer behavior inconsistency and trainer token accounting are different layers with no shared failure mode." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling hiding errors, but they are in different functions with different affected behaviors and fixes." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init causing recompilation and the other is max_cache_length being ignored except for quantized cache; different bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder request and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config versus pipeline import failure due to kernels version/revision requirements." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import dependency error and Bart generate UnboundLocalError are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is FSDP CPU RAM-efficient loading and the other is mmap on Strix Halo; different code paths and mitigations." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading failure for a specific checkpoint versus tokenizer max_length constant misuse; no shared bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels import requirements are different dependency issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing import error and Llama 3.2 vision model loading regression are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal/pipeline issues, but they affect different models and failure modes; not the same underlying change." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying bug in AyaVision and dtype propagation bug in BLIP2 are distinct model-loading issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different logic (special-token insertion vs codec/regex handling)." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with a CLIP model and trainer token-count updating are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging/installation issue versus missing exported class import; different symptoms and fixes." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Incorrect multimodal mask handling in mllama and an MPS attention correctness issue are different bugs." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output regression and Qwen3.5 save_pretrained key mismatch are different model-specific issues." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR-related-ish detection losses/model code, but one is an AMP crash in LwDetrImageLoss and the other is a forward pass TypeError in RTDetrModel; 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": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:45081|issue:47020", + "issue:43404|issue:45127", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:43452|issue:43582", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:41720|issue:43540", + "issue:42175|issue:44488", + "issue:44849|issue:45701", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:44062|issue:45081", + "issue:44568|issue:45488", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:43257|issue:43756" + ], + "prepared_review_unit_hash": "3c57da436ca4b497114e1ecf228a82f975978899a05c6f70c001731a25838702", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37019, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug. The closest theme is tokenizer/version-regression reports, but even there the concrete failure modes differ.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45701 is the broadest umbrella report about version-driven tokenization changes and overlaps thematically with several tokenizer-related issues, making it the best representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 has the broadest scope and highest chance of serving as the cluster\u2019s representative issue despite the cluster not being a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer internals and failure modes; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tying/weights, but one is Mistral3 head tying and the other is LoRA merge collapse." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch vs a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM load key error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure vs TimesFM window_size AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length constant vs multi-GPU YOLO device-map failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword conflict and EMBEDDIA tokenizer loading failure are not the same root cause." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention XLM-R issue and missing-PyTorch ImportError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/runtime paths: FP8 config vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is Blip2/qformer dtype propagation and the other is config.dtype staleness." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend dependency packaging issue vs model-loading failure for a specific checkpoint." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is distinct from tokenizer-version changes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but different model families and error paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument mismatch is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Video-input failures in different Qwen variants are not clearly the same code-path bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related model family, but one is a video regression and the other is wrong vision_position_ids." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter and custom compute_loss signature are distinct trainer issues." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: zero probabilities vs Perceiver non-default resolution failure." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal load failure are separate model issues." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency bug is unrelated to Mistral tokenizer regex crash." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Two different tokenizer regressions with different exception sources." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is tokenizer backend override." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and missing Float8 storage type are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-conversion bug and Smollm3 RoPE-layer mismatch are different model-loading 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": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43697", + "issue:43716", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:43577|issue:45072", + "issue:44568|issue:46491", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:45672|issue:45674", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:43906|issue:46468", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:45663|issue:46846", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:41762|issue:44936", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "bbf4dda9c186837ff6fc6e50f3e3d67d64cec704b350270f78545bf99afa4c88", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35853, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and does not look like a duplicate set. The only plausible duplicate edge is the tied-weights serialization regression pair (issue:44466 / issue:45005).", + "confidence": 0.74, + "canonical_issue_reason": "No strong single canonical for the whole cluster; it is mostly unrelated issues, with only one plausible duplicate pair around tied-weights serialization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best representative because it describes the broader tied-weights regression, while issue:44466 reads like a specific manifestation of that same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and failures: Qwen3-MoE sliding window vs image processor loading from URL." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention RoPE-related behavior, but they affect different Qwen/Smollm code paths and distinct failures." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "RoPE-themed, but one is Smollm3 layer dropping and the other is Qwen2.5-VL temporal position scaling; different bugs." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated: one is a dependency version bump issue, the other is a stale auto_mappings config reference." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug and T5 decoder-input error messaging are unrelated code paths." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal, but the model families and failure modes differ substantially." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to T5 decoder input validation." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they involve different models and different inference paths." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing special tokens vs leading-space round-trip loss." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is an isolated reproduction of an older issue; the other is a performance regression under FA2/long-context generation." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and Bart generate() unbound variable are different bugs." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both hit 4-bit inference, but one is a uint8 torch.finfo error and the other is BitsAndBytes skip-module exclusion handling." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading failures, but they are different model/load-path reports without evidence of the same root cause." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing error and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No clear common bug: a reproduced older issue versus a broken official Nemotron example." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and a NoneType GPU broadcast error are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both are rope/config-related, but one is silent config reload loss and the other is a TypeError in rope validation conversion." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different output/serialization bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding device placement and flash_attention sink-less crash are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Both involve distributed/training infra, but they are different model-specific failures with different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Label reduction in an image processor and degenerate zero loss in sequence classification are different layers and bugs." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization are separate regressions." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder key serialization and broad tokenizer token-id regression are not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate() after train() are different trainer lifecycle issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights serialization regression in v5; 44466 is a concrete symptom of the broader 45005 report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster does look heterogeneous, and the tied-weights pair (issue:44466 / issue:45005) is the only clearly supported duplicate-like edge. The soft-edge rejections are conservative and tied to clear title-level differences." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43761|issue:46829", + "issue:44857|issue:47000", + "issue:45372|issue:46170", + "issue:29159|issue:33357", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:46832|issue:46932", + "issue:43688|issue:45704", + "issue:43295|issue:45356", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:44821|issue:46821" + ], + "prepared_review_unit_hash": "f41ba1ef21aae7a744352c907675c165e5b2bfa28cd4446d4cc0006668d94c23", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36294, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer regressions, model-loading bugs, backend/import issues, and vision/loss problems across many different model families. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: these issues are not duplicates of one another and cover many unrelated code paths and models.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative because the cluster is too diverse to map to one underlying defect.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different failures in different model families; one is BitNet loading, the other is Perceiver image classification." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token-type defaults vs T5 decoder-input validation error message; unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields being dropped, but they affect different models and different missing fields/code paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated issues: unexpected key in position IDs vs quantized model save/load breakage." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer load/attribute errors for different tokenizers; no shared concrete bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug vs FSDP CPU RAM-efficient loading regression; different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration problem vs MLuke tokenizer task attribute error; not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP zero-probability output bug vs processor.tokenizer/custom image-passing regression; different symptoms and paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch AutoTokenizer loading, but one is gguf_file support and the other is offline mistral-regex patch behavior." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs MobileLLM key error during loading; unrelated model bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens handling; different APIs and bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model regressions affecting different models and failure modes." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both are vision-output issues, but they affect different models and one reports missing hidden_states while the other mis-populates the field." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different DETR losses and different crash conditions; not the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import incompatibility vs Windows/ROCm torch.distributed import failure; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error on a CLIP model; no shared code-path bug." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs DiffusionGemma pipeline failure; unrelated failures." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-dependency errors, but they concern different backends and different resolution paths." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch vs Gemma4 quantized embedder dtype casting; different model components." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but they are different models, symptoms, and underlying mechanisms." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug vs broad tokenization-version-change report; no concrete shared bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different special-token/tokenization regressions in different tokenizer families." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage vs FSDP loading regression; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs Sam3 text-encoder weights not loading; different model-specific issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs recurrent-state reset in Qwen3_5MoE; separate code paths." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration bug vs DiaConfig save/load token-ID loss; different tokenizer/config issues." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "ImageProcessor URL loading vs TimesFM window_size attribute error; 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": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:46002", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:44843|issue:44991", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44484|issue:44704", + "issue:41720|issue:44464", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:43504|issue:43550", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43720|issue:43927", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:44514|issue:45290", + "issue:43720|issue:44361", + "issue:44625|issue:45584" + ], + "prepared_review_unit_hash": "89ee116eb5527bc9c6f35c9c60af38c251f431367b1449d1220beda789cd4927", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: tokenizer, loading, config, training, generation, and model-specific regressions mixed together. The soft pairs are only superficially similar, so I reject them all; issue 43504 is the closest hub by connectivity, but not a true duplicate anchor.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical duplicate anchor; the cluster spans unrelated bugs and regressions across different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43504 is the least-bad representative because it appears in multiple soft links, but those links are still too weak and model-specific to treat it as a real canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a v5 default change and the other is a CodeLlama leading-space round-trip regression; different root causes." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failure and BLIP2 dtype propagation are unrelated subsystems and bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching and tokenizer loading for a specific model are different loading failures." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation bug affect different model paths and fixes." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training issue and GenerationMixin import error are unrelated failures." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVision hidden_states regression and xLSTM unpacking crash are different model/code-path bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is not the same problem as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Tied-weight serialization inconsistency and sinq quantized save/load breakage are different persistence bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about max_shard_size is not the same as AutoProcessor kwarg forwarding." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert and compiled chunked generation mismatch are different execution paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepseekV3MoE divergence are different model-correctness issues." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention generation bug and long-context FA2 performance regression are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency is distinct from the Qwen3.5 flash-attention issue." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are separate generation bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field loading in BEiT and torch.compile/SDPA failure in Bamba are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and compute_loss kwarg incompatibility are different trainer issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer regression are different processor bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch during train/eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field loading and BitNet packed-weight unpacking are different loading failures." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkpoint NaNs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug and DiaConfig token-id persistence bug are different issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype staying float32 and the MPS attention value-head mismatch are unrelated correctness bugs." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading break and missing TP plan entries for Qwen3.5 are different model-loading configuration issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig token ID loss." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet-Turbo processor size mismatch are separate model/preprocessing bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token config fields, but they are model-specific regressions in different config classes." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is tool-call messages without content; different edge cases." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading/unpacking and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and Whisper empty-transcription generation 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": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43572", + "issue:43575", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:28218|issue:33357", + "issue:44554|issue:46365", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:39692|issue:43295", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44849|issue:46209", + "issue:44568|issue:45812", + "issue:43572|issue:44291", + "issue:44488|issue:44843", + "issue:46821|issue:46832", + "issue:44589|issue:45520", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:44849|issue:45357" + ], + "prepared_review_unit_hash": "6f889bb9f53e999d4fcdcfc3db60574225e22dd3b4b36ef3c886a946165ae827", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model-loading, config, training, or tokenizer bugs. None of the soft pairs looks like the same underlying issue, so I reject all proposed merges. The closest recurring theme is tokenizer regressions, and issue 45812 is the broadest representative.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45812 is the clearest broad tokenizer regression in the set, with a concrete v4\u2192v5 breakage and multiple inbound references; it is the best single representative of the cluster\u2019s main recurring theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest standalone issue here because it describes a widespread, silent tokenizer regression rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but they describe different failures and different code paths: missing fields in AutoConfig vs a removed utility breaking remote-code models." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: Phi-4 multimodal loading failures do not match a PEFT version pinning issue." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 accuracy/discrepancy vs pipeline error messaging for translation tasks." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Both are runtime failures, but one is Qwen3.5 flash-attention generation and the other is FP8 inference on B200; not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer whitespace behavior and a MacOS bus error in a CLIP model are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import interference from datasets are unrelated issues." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading complaints, but one is about gguf_file handling in Auto* loaders and the other is a specific BERT model failing to load." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mapped forward mismatch and quantized save/load corruption are different problems with different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors are not the same underlying bug as a regression in processor.tokenizer/image passing behavior." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 model output quality and return_tensors being ignored are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a DeepSpeed gradient regression do not share a concrete code-path problem." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Dtype drift in evaluate and gradient explosion under ZeRO-3 are different training/runtime bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are distinct v5 regressions." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 and accuracy regression after upgrade are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and likely different fixes." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and an unreleased PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure is not the same underlying problem as a dependency version bump." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and FP8 inference failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific mdeberta special-token failure and the other is a broad Granite token-ID regression; not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized init args are different v5 compatibility issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model-loading failure for sleng-bert and an offline-mode regression in Mistral regex patching are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model-specific bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import key errors are unrelated compatibility issues." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is improper text_config unwrapping; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2.5-VL and Float8 storage lookup are unrelated failures." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden_states behavior and incorrect visual-encoder key serialization are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44464", + "issue:44493", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:43504|issue:43606", + "issue:43334|issue:43572", + "issue:45245|issue:46710", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44849|issue:47145", + "issue:46399|issue:46846", + "issue:44464|issue:45584", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:44869|issue:46752", + "issue:43937|issue:46701", + "issue:42490|issue:43696", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:45588|issue:46050", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:29942|issue:30333", + "issue:15354|issue:38175", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "12f54a14b7ad7ff9cd27750933ab71916cd7361bad04baf1fd939a78b1c67c32", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34968, + "estimated_input_tokens": 8742, + "estimated_eval_tokens": 17740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer quirks, model-loading regressions, device/offload mismatches, OOMs, and unrelated CI/runtime failures. No soft pair looks like the same underlying bug, so there are no safe duplicate merges here.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43334 is the clearest representative of the cluster\u2019s most common theme: a concrete model-loading regression in transformers dev with a specific missing config attribute and an actionable failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the most self-contained and diagnostic report among otherwise unrelated bugs, making it the best single issue to stand in for the cluster if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: legacy-field pretrained loading vs CPU offload device mismatch. Same broad area, but not the same code-path bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config/attribute regressions during loading, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "`categories cannot exceed 2^24` is a tensor/category limit error; the other is an accuracy regression after upgrade. Not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is weight conversion with accelerate+deepspeed and the other is a transformers-dev loading breakage. Different underlying paths." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "`unexpected key with position id` and CLIP text-model structure divergence are unrelated model-structure issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated: Beit legacy-field loading failure vs BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI issues, but one is CPU offload inference and the other is a stale device-override test. Different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different runtime failures in different models: bfloat16 dtype mismatch vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 compressed-tensors checkpoint loading corruption." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both Qwen3.5-related, but one is a kernel registration/decorator crash and the other is TP-plan completeness causing OOM/shape errors." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is a different path from Whisper empty-transcription decoding failure." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth under DeepSpeed is unrelated to Phi-4 multimodal load failure." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 inference nonsense and position-id key warnings are different model/runtime problems." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and sinq save/load breakage are related broadly, but not the same concrete defect." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the `_gpu_broadcast_one` NoneType trainer error." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Both are edge-case crashes, but one is Whisper timestamp decoding and the other is chat-template handling for empty input. Different code paths." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig and a diffusion pipeline output issue are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to a GPT-oss CUDA OOM." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a missing default for text-only fine-tuning and the other is multi-GPU inference OOM. Not duplicates." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "`s_aux=None` flash-attention crash and quantized save/load corruption are distinct failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure is unrelated to the Python 3.13 `flash_attn` import key error." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention CI test failures and MLFlow reporting after training failure are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript generator-expression export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint resume key mismatch." + } + ] + }, + "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": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:41720|issue:46710", + "issue:44977|issue:46701", + "issue:37428|issue:43957", + "issue:44423|issue:44734", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:43572|issue:44987", + "issue:29870|issue:29942", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141", + "issue:45381|issue:46209" + ], + "prepared_review_unit_hash": "32e93078868393a92a048af10597cb7208726d06a7b8b42a6033c35a0e408808", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad areas like tokenization, multimodal processing, flash-attn, or serving, but not the same concrete bug or fixable code path. None look like mergeable duplicate PR candidates.", + "confidence": 0.91, + "canonical_issue_reason": "No strong canonical issue exists because the set is heterogeneous. If one must be picked, issue 43295 is the closest representative as a concrete regression report with broad impact and clear user-facing breakage, but it is not a true hub for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best overall representative because it is a regression-oriented, reproducible bug report with broader downstream relevance than the more niche or dependency-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow report; different underlying problems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is an MPS attention correctness bug and the other is a version-check/import bug; unrelated fixes." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Different models and failure modes: Qwen3 auto device mapping crashes versus an accuracy regression in DeepSeek after upgrade." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Both are generation-related, but they affect different models and pipelines with no shared code-path bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "One is a missing flash-attention import symbol, the other is meta-device model loading breaking some models; not the same defect." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both hit transformers serve, but one is a multimodal continuous-batching crash and the other is a KV-cache indexing bug; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are multimodal processor regressions, but one is about processor.tokenizer exposure and image passing while the other is batched video shape handling." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DeepSeek accuracy regression are unrelated bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "A dtype mismatch in bf16 inference and a Wav2Vec2 save/tokenization failure are separate model-specific issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less-model attribute handling and multimodal config unwrapping are different problems in different layers." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor missing _tokenizer and rope-parameter JSON list handling are unrelated regressions." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input validation in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and offloading-with-quantization behavior are not the same underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and TimesFM window_size AttributeError are unrelated config/API failures." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor/tokenizer regression and an OmDet-Turbo input-size mismatch are separate multimodal bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashing on NER/padding and return_tensors being ignored are different tokenizer issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device placement mismatch and return_tensors handling are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape handling and tensor-parallel OOM are different failure classes." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba and ZeRO-3 gradient growth are unrelated training/inference bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing StableLmConfig field and loading failure for physical-intelligence/fast do not share the same root cause." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A Bart generate() UnboundLocalError and Flash Attention 2 test failures are not the same code path." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; no shared fix is evident." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "These are different backend-mapping import_utils issues affecting different backend names." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 training-token defaults and Gemma4 device-map forward mismatch are separate bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A path-trailing-slash import warning and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example problems and return_tensors option handling are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Both involve multimodal models, but one is a processor/tokenizer regression and the other is a SigLIP2 correctness discrepancy." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Chat template assistant-mask behavior and tool-call crash are different edge cases with different fixes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token and output embedding reinitialization after resize are separate issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position ids and FP8 inference on B200 are unrelated hardware/model 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": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46821", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:43653|issue:44112", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43950|issue:46285", + "issue:44442|issue:45198", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43827|issue:43901", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:46512|issue:46821", + "issue:43388|issue:43526", + "issue:37428|issue:43425", + "issue:43335|issue:43653" + ], + "prepared_review_unit_hash": "77ba68a085886836d71344237595eb05b9388d0475851d412f03681167e841f3", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36807, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate set; it mixes many unrelated issue reports across model loading, tokenizers, audio/video processors, training bugs, and docs regressions. No soft pair looks mergeable as the same underlying change/fix.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and does not share one underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No strong best issue candidate; any representative would be arbitrary given the unrelated subtopics.", + "best_pr_reason": "No pull requests to evaluate.", + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Different bugs: serialization of lm_head.weight vs LoRA merge/collapse after vocabulary expansion." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU positional encoding bug is unrelated to CohereASR training-loss double-shift." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale config.dtype after from_config are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape are separate processor bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to the GraniteSpeech CI device-override failure." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing Qwen2.5-VL import and DeepSeek detokenization regression are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they affect different model/config classes and lack evidence of one shared fix." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text model structure mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer AutoTokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "reduce_labels truncation and return_tensors being ignored are different API behaviors." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Default mm_token_type_ids and unsafe quantized embedder dtype casting are different Gemma4 problems." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Token-type-id defaulting does not match the quantized vision/audio embedder dtype-cast bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC from_latents mismatch and GraniteSpeech CI test failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer creation bug and torch.compile/SDPA failure are different model-path issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "mm_token_type_ids defaulting and temporal position scaling are separate Qwen2.5-VL issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removed is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import-utils symbols." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and float16 AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction and qwen3_omni_moe feature-length helper behavior are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they target different deprecated pipeline APIs and are not one change." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and D-FINE auxiliary-loss omission are different training bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe helper semantics are unrelated." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale model.config.dtype and TimesFM window_size AttributeError are different failures." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Metric label truncation in gather_for_metrics is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and torch 2.10 incompatibility are not the same underlying issue." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer init bug and BigBirdTokenizer special-token registration 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": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46566", + "issue:46858" + ], + "soft_pairs": [ + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:44448|issue:44743", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45290|issue:46326", + "issue:43278|issue:43825", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:44514|issue:44521", + "issue:42490|issue:43854", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:43606|issue:44857", + "issue:46431|issue:46566", + "issue:39692|issue:44493" + ], + "prepared_review_unit_hash": "592b94504804a29871e1a780c500fda62607067157d09b192c5541d13b0e498b", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issue titles are mostly only superficially similar and do not describe the same underlying bug or change. I would keep them separate; if one issue must be used as the cluster representative, the most defensible choice is the active chat_template regression in issue 44521.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44521 is the most active and user-facing concrete regression in the set (open, multiple inbound refs, clear failure mode), so it is the best representative if one issue must anchor the cluster. That said, the set is not actually a duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest single issue to retain as the cluster representative because it is specific, current, and broadly discussed. It is still not a good dedupe target for the other items, which cover unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different failures in different code paths: LasrFeatureExtractor argument handling vs Whisper empty-transcription generation." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "One is about unwrapping text_config for composite Qwen multimodal configs; the other is a CLIP text-model structure inconsistency." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug and RT-DETR memory release bug are unrelated symptoms and subsystems." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is about max_cache_length being ignored for non-quantized caches and the other is a static-cache seq-length/device-tensor arithmetic bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different regressions." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and MacOS bus error with a community CLIP model are not the same failure." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "base_model_prefix loading breakage and lm_head.weight serialization differences are separate model-loading/serialization issues." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Beit semantic-segmentation legacy-field loading are unrelated bugs." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError from torch.jit parsing is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile with SDPA in Bamba is a model/runtime bug; the GraniteSpeech report is a stale CI device-override test issue." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import key error on Python 3.13 and Windows ROCm torch.distributed dependency problems are different import/runtime failures." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "These are two distinct missing-symbol import errors from different modules and code paths." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config layer creation and qwen3_omni_moe output-length helper behavior are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset logic are separate model-behavior regressions." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "A SwitchTransformers configuration bug and a GraniteSpeech CI test failure do not share the same underlying defect." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are different model-specific issues." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on tool-call assistant messages while the other concerns continue_final_message with mistral_common tokenizers." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluation is unrelated to a pipeline error message incorrectly suggesting translation support in v5." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and output-embedding reinitialization after resizing are different loading/initialization bugs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "One is a flash_attention integration crash on s_aux=None; the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat_template-related, but one crashes on batched input with padding=False and the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash loading failures are not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType are unrelated issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation/quantization example failures and BeitImageProcessorFast label reduction are different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch with forward pass is unrelated to the unexpected position-id key issue affecting many models." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Bark CPU-offload device mismatch and LwDetrImageLoss AMP/CUDA crash are different runtime problems." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and DiffusionGemma weights stuck on meta are unrelated loading/configuration issues." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors do not share the same underlying cause as the unexpected position-id key 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": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43720", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:28218|issue:32090", + "issue:43720|issue:44112", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:44617|issue:46697", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:42490|issue:43575", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:44464|issue:46424", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:45290|issue:45381", + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:43278|issue:43381" + ], + "prepared_review_unit_hash": "4627542fb6a051d1fae8f3dcea2606f27c70ae2f438410ae0a852affe8facc45", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issue noise, with one clear duplicate pair about the Qwen3.5 MoE `from_pretrained` regression. I\u2019d keep that pair and reject the rest as distinct bugs affecting different models/code paths.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earliest of the exact duplicate pair and already has inbound reference activity; issue:45478 is the same bug reported later with a shorter body.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative of the only true duplicate in this set: same title, same model family, same `from_pretrained` failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs trainer broadcast TypeError; unrelated symptoms and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weights loading bug vs a GraniteSpeech CI device-override test failure; not the same underlying defect." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same bug report: identical title, same Qwen3.5 MoE `from_pretrained` error, clearly duplicate." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but one is Pegasus generation output drift and the other is Deepseek tokenizer correctness; different failures." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key-mismatch issue vs a multimodal feature-length helper bug; no shared concrete failure mode." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in an image extractor vs device-map mismatch in Gemma4 PLE; different components and fixes." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in SAM3Video vs over-padding in Swin2SR preprocessing; unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "`resume_from_checkpoint` empty epoch iterator vs training startup failure for FineWeb SLM; different root causes." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/embedding collapse bug vs categorical cardinality limit error; unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error handling around protobuf vs missing import utility symbol; distinct issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path-with-slash import warning vs tensor-parallel OOM for Qwen2-57B; no shared code-path bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType crash vs MacOS bus error loading CLIP; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA loss crash vs BF16 inference dtype mismatch; both dtype-related but different models and failure mechanisms." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Missing auxiliary losses when denoising is off vs RTDetr cost-matrix infeasible; different detection bugs." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "`torch.compile` + SDPA failure in Bamba vs qwen3_omni_moe helper behavior; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support issue vs model loading regression for Llama 3.2 Vision; different regressions." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 vs unexpected position-id keys; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs cache-length config only honored for quantized cache; separate cache/generation problems." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests vs embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate `decoder_attention_mask` bug vs trainer broadcast TypeError; distinct issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue vs TorchScript generator-expression export failure; unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crash on tool-call assistant messages vs Qwen2.5-VL video position-id bug; different text vs multimodal paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluate vs undefined video-token helper names; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention utility import vs TensorFlow absent in a torch install extra; no overlap." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation-time BART masking crash vs optimizer memory OOM in deepspeed; different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output mismatch across versions vs Qwen3.5 flash-attention generation failure; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype drift vs gradient-checkpointing disabled in eval mode; different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only accepted soft edge is the exact title match between issue:45310 and issue:45478, and the canonicalization choice is supported by earlier creation time plus inbound reference activity on 45310. The remaining pair verdicts are conservative and do not overclaim duplication from weak thematic similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44360", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:45290|issue:46655", + "issue:44360|issue:44561", + "issue:44855|issue:46399", + "issue:40444|issue:43526", + "issue:32090|issue:33290", + "issue:45920|issue:46192", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:46421|issue:46858", + "issue:25251|issue:32090", + "issue:43381|issue:43701", + "issue:43873|issue:45229", + "issue:44448|issue:44466", + "issue:44871|issue:44977", + "issue:43976|issue:45440", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:45588|issue:45823", + "issue:44568|issue:45491", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:41720|issue:45229", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "f488d8178842825078794c9e1b87626a5227728b34c6d44c4b7d6bf99441193d", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35794, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks over-broad and heterogeneous: the soft-edge candidates span unrelated subsystems and failure modes, so none of them should be merged as duplicates. If an anchor is needed, issue 43873 is the strongest general candidate because it is active, open, and has the most discussion/inbound references.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 is the most active and externally referenced item in the set, so it is the best anchor despite the cluster not being a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the strongest engagement signal and is detailed enough to serve as the representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Different bug classes: chat-template/tool-call handling versus video processor padding calculation." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated subsystems and symptoms; DSA indexer/ReLU discussion does not match a v5 trust_remote_code breakage." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve import-time code generation/decorator problems, but they affect different models and different concrete failures." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed/Adafactor OOM are distinct failure modes." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression across multiple models is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "One is config token IDs lost on save/load; the other is custom module resolution after save_pretrained." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is not the same as quantization/offloading behavior." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache behavior, but one is spurious recompilation from lazy init while the other is device-tensor seq-length arithmetic in static cache." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast NoneType errors." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is a different issue from resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading failure is not the same as a Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: generation output mismatch versus serialization inconsistency of lm_head.weight." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/example problems are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM when loading Qwen2-57B." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaks remote-code models; DeepSeek tokenizer regression is a separate tokenizer bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-path failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure are different model-specific bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and multi-GPU CUDA OOM are not the same underlying bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 tokenization/save_pretrained bug is unrelated to bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope param validation TypeError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation failure with flash-attention is unrelated to a stale warning for num_return_sequences." + } + ] + }, + "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": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:43412|issue:45588", + "issue:42490|issue:43381", + "issue:45491|issue:46693", + "issue:45372|issue:45588", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:43575|issue:44387", + "issue:45406|issue:46701", + "issue:45372|issue:45406", + "issue:43421|issue:45491", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:44442|issue:45072", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:43526|issue:45834", + "issue:27957|issue:29127" + ], + "prepared_review_unit_hash": "54b5f23a99a638062f744c9f070d713d2aabd53d52abe0b7b7662214d63b59b2", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36683, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly superficial topical similarities; the issues span unrelated models and failure modes, so I would not merge any of these pairs as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out: this is a heterogeneous set of unrelated bugs, and the soft matches do not describe the same concrete failure.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a safe global representative for deduping here; picking one would be arbitrary because the cluster lacks a shared underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Different problems: BART generate() decoder mask bug vs Llama 3.2 Vision model-loading breakage." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to image processor handling of void segmentation maps." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs Qwen3.5 recurrent-state reset bug; different code paths." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported `center` arg in a feature extractor is not the same as a video-input regression in Qwen VL models." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is distinct from quantized model saving failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-implementation issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask token registration is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export export failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B-A14B-Instruct is not the same as checkpoint resume key mismatches." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue and CLIP bus error on macOS are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder Conv2d implementation is not the same as an RT-DETR memory-leak issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv support problems are unrelated to a flash_attention None-attribute crash." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning with trailing slash does not match gradient-checkpointing-in-eval-mode behavior." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from padding/sliding-window attention are different from a Flash Attention 2 performance regression." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is a separate problem from flash_attention crashing on `s_aux=None`." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and token-embedding resize/reinit behavior do not describe the same bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and stale generate() warning are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking by protobuf import handling is not the same as leftover dummy classes leaking into the package." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated model bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality issue is unrelated to RT-DETR not releasing memory on deletion." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Tensor-parallel OOM for a specific Qwen2 model is not the same as increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure are different concrete failures." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import-time processor-loading error and the other is a serve-time missing-attribute crash; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are different tokenizer-loading issues." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak on deletion and Sam3-litetext memory overflow are not the same underlying memory problem." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import error and protobuf-related tokenizer error masking are different failure mechanisms." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long-OCR index error are different image-processing failures." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error-message clarity 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": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43824|issue:44279", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:42915|issue:43931", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:43646|issue:44077", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:27957|issue:29870", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:45003|issue:45440" + ], + "prepared_review_unit_hash": "40b07c3b7a5920774ede1f079de7b07861c159439249bd9b894eaa1de2abd705", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35644, + "estimated_input_tokens": 8911, + "estimated_eval_tokens": 18078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated issues. The only near-theme overlap is around Flash Attention / FA2, but the candidate pairs still look like different bugs or too-generic titles to merge safely. No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46693 is the most specific and well-scoped FA2-related report in the set, with clearer symptoms than the generic FA2 titles; however, there is no true umbrella issue for the whole heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "46693 is the best representative issue because it is concrete, recent, and tied to a specific regression path (FA2 + long-context generation) rather than a broad or vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a missing class and a broad dependency issue are not the same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed and Llama 3.2 vision model-loading failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer memory usage and embedding reinitialization in post_init are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash-attention sinkless-model AttributeError are different failures." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 inference corruption and SAM3 LiteText memory overflow are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image processor label handling and LayoutLMv2 tokenizer NER/padding crashes are distinct." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config and sliding_window behavior in Qwen3-MoE are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and Qwen3-VL weight-shape mismatch are separate model-loading problems." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are vague FA2 titles, but there is not enough evidence they describe the same concrete bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are unrelated behaviors." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sinkless-model crash and TimesFM window_size AttributeError do not share a code path." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "A broad Transformers 5.0 initialization regression and a patchtsmixer post_init policy issue are not the same defect." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope validation TypeError and missing apply_rotary_pos_emb decorator are different rotary-related bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched apply_chat_template padding crash and video vision_position_ids mismatch are different Qwen2.5-VL failures." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "FA2 generation regression and category-cardinality runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Cache state reset in a model forward pass and Whisper skip_special_tokens handling are different areas." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and unsupported center-arg crash are different audio bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and recurrent-state reset are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-Roberta FA2 support and BART generate decoder_attention_mask bug are different issues." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow dependency in install extras and missing import_utils symbol are different dependency/setup issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are related in theme but not the same underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:44855|issue:45137", + "issue:45325|issue:46697", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44987|issue:46178", + "issue:43749|issue:43931", + "issue:44190|issue:44496", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43232|issue:43388", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:43761|issue:44188", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43295|issue:43825", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "d1cd6941ecdc8c3c5b545153168a28adeee8e057046d6345fbe3a9dfaab9730b", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36172, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports that only look similar at a lexical level (shared words like loading, config, hidden_states, pipeline, etc.). I would not merge any of the soft pairs; they do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate exists in this heterogeneous set; issue #43749 is the best anchor because it is broad, infrastructure-focused, and has the strongest discussion/inbound-reference signal among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43749 is the most suitable representative for the cluster, but only as a placeholder\u2014this is a mixed bag of distinct bugs rather than one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Different subsystems and failures: SigLIP2 implementation discrepancy vs v5 docs still mentioning pipeline() for summarization/translation." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma-3 eos_token_id config mismatch; no shared code-path bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken argument collision vs Hub API forwarding revision in list_repo_files; unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error in DebertaV2Model vs DeepSpeed ZeRO3 deque underflow; different failure modes." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/position_ids bug vs Swin2SR over-padding in image processor; unrelated image/video preprocessing issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields vs GPTNeoX rotary_pct not persisting on reload; different config loading issues." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs; related area but distinct concrete bugs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 vs backend mapping rejecting tensorflow_text; unrelated import/load paths." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an image-classification script vs AutoTokenizer failing for a tokenizer class; different layers." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime problem vs tensor-parallel OOM when loading Qwen2-57B; same broad area, but not the same concrete issue." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch on resume vs CPU/CUDA output divergence in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model loading shape mismatch vs save_pretrained producing an incorrect checkpoint; different phases and bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer load failure for one tokenizer vs bare except swallowing errors in FuyuBatchFeature.convert_to_tensors; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch; no overlap in code path." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel model loading vs key error loading MobileLLM; both load-time problems but distinct root causes." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels in last batch; different distributed-training bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; related output objects, but not clearly the same concrete defect." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs NoneType broadcast error in Trainer; unrelated issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states output regression vs attention-kernel divergence under torch.compile; different failure modes and code paths." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs resume_from_checkpoint key mismatch; unrelated training/inference issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug vs missing PyTorch import requirement for AutoModel; not the same issue." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output mislabeling vs Gemma4 dtype casting for quantized embedders; unrelated model-specific bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs from_pretrained loading the wrong custom module after save_pretrained; different save/load problems." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question vs missing transformers.onnx module import; no shared bug." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "processor.tokenizer/custom model regression vs Gemma-3 eos_token_id inconsistency; different APIs and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model code regression with processor.tokenizer/images vs pipeline() translation-support error messaging; not the same code path." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id config mismatch vs Whisper empty-transcription failure after align_special_tokens; unrelated tokenizer/generation 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": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:43065", + "issue:43316", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43716", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:46234|issue:46291", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44464|issue:46421", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:44242|issue:46894", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:45542|issue:46234", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:43352|issue:46640", + "issue:45127|issue:45200", + "issue:43650|issue:46202", + "issue:43525|issue:43531", + "issue:44534|issue:44913" + ], + "prepared_review_unit_hash": "6d86b6fa3738991c90db84a5648410a17b65b0ee0e868d6654fe925916c66778", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34979, + "estimated_input_tokens": 8745, + "estimated_eval_tokens": 17746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated model-specific regressions, config/loading issues, FlashAttention problems, and a few v5 migration breakages. None of the soft pairs look like true duplicates or the same concrete fix.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the broadest umbrella item ('Transformers 5.0.0 breaks custom model initialization'), but the cluster is too diverse for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative of the repeated Transformers v5 regression theme, though it does not subsume the other issues as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different import failures: one is a missing availability helper, the other is a kernels backend version/revision requirement." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Same general v5-era area, but different bugs: post_init contract enforcement vs non-persistent buffer junk filling." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API/config discrepancy in Gemma3TextConfig is unrelated to the Mistral3 dtype mismatch bug." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Different models and failures: config API mismatch vs TimesFM window_size attribute error." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad init regression vs a specific GPTNeoX rotary_pct reload bug; not the same code path." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling and the other is missing model_type in config.json." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency is distinct from lazy cache init causing recompilation." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and sinq save/load break are different failures." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in tensor conversion is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3 is not the same as the flash-attention support failure in Ministral-3." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder's dummy Conv2d and Sam3Video OOM are different issues." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both touch training loss, but they are different bugs and different model families." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing crash and batched chat-template padding crash are separate processor paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm missing pad_token_idx and tensorflow_text backend mapping are unrelated config/import issues." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Remote-code cache path collision is not the same as max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor/model input-size mismatch is distinct from Sam3LiteText memory overflow." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend detection and missing Falcon Mamba helper are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and stale Sam3LiteText auto_mappings references are different CI breakages." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Swallowed KeyboardInterrupt in tensor conversion is unrelated to the Windows ROCm torch.distributed import issue." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A Janus test failure and Qwen3.5 flash-attention generation bug are not the same defect." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field preset loading and wrong custom-module restoration after save/load are different loading bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Explicit unsupported-model FlashAttention 2 message and a generic Flash Attention 2 issue are not the same code-path problem." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA extended-vocabulary collapse and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip behavior on \u2581." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are different config bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk filling and GPTNeoX rotary_pct reset-on-reload are distinct persistence 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": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:45072|issue:46932", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:46082|issue:46697", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:43827|issue:43994", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:43931|issue:44060", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:43673|issue:46421", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44933|issue:45362" + ], + "prepared_review_unit_hash": "c5f5670765451a8f292cb4c20bdb2fa68efbbd8e5006f68ea322d5da7ee87ba4", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share broad keywords like pipeline, cache, loading, or dtype, but they describe different code paths and symptoms. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a convincing duplicate anchor for the whole set; if forced to pick one, issue #43644 is the broadest framework-level regression in the group, but the cluster itself is mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "#43644 is the most global, reusable bug report here because it affects core initialization behavior across models, though it still does not represent the rest of the noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different bugs: embedding reinit on resize vs local-path slash import warning." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup problem vs SAM3 output field missing; unrelated symptoms and code paths." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is GenerationMixin chunked-prefill cache absence and the other is recurrent-state reset in modular_qwen3_5; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics label truncation vs auxiliary-loss normalization; different subsystems and failures." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset-loading script issue vs model-loading compatibility issue; not the same underlying problem." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 script parsing failure vs flash-attention crash on s_aux=None; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Generation-time decoder mask bug vs embedding resize/post_init bug; no shared code path." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but on different models and different casting paths; not mergeable as one fix." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing-token decode crash vs RT-DETR feature-level mismatch; unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code cache, but one is leaf-directory collision and the other is missing file from cache; different root causes." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count overflow vs device-tensor cache length arithmetic; unrelated errors." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Llama head_dim validation vs Swin2SR image over-padding; different models and logic." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are transformers serve issues, but one is KV-cache continuation indexing and the other is a missing processor attribute." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription generation crash; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() vs a model producing bad outputs with AutoModel/pipeline; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization regression vs config value not persisting on reload; different failure modes." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting change vs XLMRoberta Flash Attention 2 support; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation bug vs Python 3.13 import parsing error; no overlap beyond being bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen variants and different issues: weight-shape mismatch vs tied-weights warning logic." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init policy issue vs strict config rejection of granite_speech; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss gating vs Florence2 training-loss shift; same general area but different concrete bugs." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache and the other is lazy-init recompilation; not the same defect." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning regression vs Whisper empty-transcription crash; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs SAM3 LiteText memory overflow; different models and root causes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure vs local dataset loading script failure; no shared code path." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert vs category-count limit overflow; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Bad import symbol vs Qwen3.5 chat crash; 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": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47013" + ], + "soft_pairs": [ + "issue:45588|issue:47013", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:43854|issue:44792", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:43295|issue:45276", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:25251|issue:29870", + "issue:44112|issue:45600", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:43526|issue:46697", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:43673|issue:46858" + ], + "prepared_review_unit_hash": "c32f84ff947e77afb62bb714d2940ff7f9aee7cc9d54ff4cd6db39a718a6df18", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35165, + "estimated_input_tokens": 8792, + "estimated_eval_tokens": 17840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form one duplicate family. The only strong duplicate-like pair is the DeepSeek tokenizer regression pair; the rest are distinct bugs, regressions, or CI issues across different models/code paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44779 is the broader, more general report of the DeepSeek tokenizer v5 regression; issue:46489 reads like a follow-up noting a gap in the earlier fix. Most other items are unrelated, so there is no single cluster-wide canonical beyond that pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best issue to keep as the representative tracker for the one accepted duplicate pair because it states the regression at a higher level and predates the narrower follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different subsystems and failure modes: flash_attention sink handling vs xLSTM train-mode unpacking." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers sparse-layer config vs local dataset loading in an image-classification script." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different models and code paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but they are different model variants and different issues (video OOM vs litetext memory overflow)." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different bugs: video-input regression in Qwen VL models vs KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Separate model-loading problems for different models; no shared concrete code-path failure is shown." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but one is a vision_position_ids regression and the other is a padding-calculation bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are unrelated to local dataset loading failures." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different functionality: processor.tokenizer regression vs resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse is unrelated to incorrect visual-encoder keys saved by Qwen3.5." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is a correctness bug under torch.compile and the other is a stale warning about num_return_sequences." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+: the second issue explicitly describes a gap in the fix for the first." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failure sites: Qwen3OmniMoe video processing ValueError vs serve KV-cache continuation crash." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call/no-content handling and the other is an empty-list IndexError; not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Bart generate decoder_attention_mask initialization." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both affect CI, but they are different test/config problems in different areas." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Multimodal assistant_masks bug is distinct from Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures with different root causes and models." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Separate image-processor bugs: BEiT reduce_labels vs Swin2SR over-padding." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend issue." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading issues, but for different models and no shared concrete defect is evident." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to post_init reinitializing output embeddings after resize." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache, but the reported failures differ: missing cache in v5.0.0 vs device-tensor seq-length arithmetic on non-CUDA backends." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The summary matches the packet: most pairs are clearly heterogeneous on titles/bodies, and the DeepSeek tokenizer pair is the only accepted duplicate-like match, with issue:44779 as the broader tracker and issue:46489 as a follow-up/gap report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44737", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46932" + ], + "soft_pairs": [ + "issue:44737|issue:45803", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:45632|issue:46234", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:46082|issue:46121", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43582|issue:46932", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:43650|issue:44220" + ], + "prepared_review_unit_hash": "9c4aa8f257462cfa6d19534fdad89885aba72e7273ee66de40a70ac29d047e42", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36507, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "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 import errors, model-loading issues, tokenizer bugs, cache/config regressions, and test/doc problems. I do not see any pair that clearly represents the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.14, + "canonical_issue_reason": "Issue #44521 is the most broadly impactful and discussion-heavy item in the set, centered on multimodal processor/template behavior. It is the closest thing to a cluster anchor, though this does not look like a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best representative issue for the cluster because it has the strongest engagement/inbound references and a concrete, user-facing multimodal regression. Still, the rest of the items are too diverse for a single real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug vs Fuyu batch conversion exception handling; different models, code paths, and failure modes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal vs auto_mappings references to removed Sam3LiteText configs; unrelated root causes." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI stale device override test vs Phi-4 multimodal model load error; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Backend dependency packaging issue vs generic transformers dependency issue; too broad and not the same concrete defect." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling vs multimodal assistant mask generation; different tokenizer/parser problems." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Local trust_remote_code cache path collision vs missing import_utils availability helper; unrelated areas." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs resize_token_embeddings/post_init reinitialization; different model/training code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import vs missing AutoImageProcessor import; both are import errors but not the same symbol or fix." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Qwen2_5_VL image processor export issue vs layer_type_validation import issue; unrelated missing names." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained regression; different models and failure semantics." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs auto_mappings stale config references; no shared code-path problem." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "position_ids buffer access error vs CPU/CUDA output divergence in PPDocLayoutV3; distinct bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation vs rope-params dict conversion TypeError; separate configuration-validation issues." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill vs max_cache_length only honored for Quantized Cache; related theme, but not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer multimodal regression vs t5gemma decoder embedding resize issue; different model internals." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup bug vs notebook syntax error; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper behavior vs PPDocLayoutV3 device divergence; different components and symptoms." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config/model_type issue vs PIL backend torchvision dependency regression; unrelated loading vs image backend behavior." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError vs Gemma4 quantized embedder dtype casting; different subsystems and fixes." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support regression vs model loading failure for physical-intelligence/fast; not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image processor label reduction bug vs text classification docs mismatch; one is code behavior, the other documentation." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs model config import/load failure; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache behavior regression vs ANSI code emission in loading_report; different utilities." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config vs AutoModelForCausalLM.from_config text_config unwrapping; different model resolution bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention torch>=2.9 failure vs flex_attention AuxRequest version check import issue; same broad area but not clearly the same concrete bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode constraint vs D-FINE auxiliary losses omission; unrelated model-training behaviors." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs _torch_extract_fbank_features issue; different artifacts and code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs FlashAttention failure in Ministral-3; related model family but different bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder/low-signal issue vs audio feature extraction bug; no meaningful duplicate evidence." + } + ] + }, + "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": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46515", + "issue:46614", + "issue:46693", + "issue:46752", + "issue:47000", + "issue:47085" + ], + "soft_pairs": [ + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:44327|issue:46752", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:46082|issue:46399", + "issue:43299|issue:45357" + ], + "prepared_review_unit_hash": "d4c49c8c27f27a56456d05a7387d4e5b174395531bd6132b32cae8bfeee07016", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35222, + "estimated_input_tokens": 8806, + "estimated_eval_tokens": 17868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the issues span unrelated tokenizer, pipeline, config, docs, and regression problems. None of the soft pairs looks like the same concrete bug or change, so no duplicates should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Different failures: notebook syntax error vs AddedToken keyword conflict." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure and cache-length handling are unrelated code paths." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility problem vs vague dependency issue; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but they affect different models and crash mechanisms." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports in different modules; no shared underlying change." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint vs torch incompatibility; too broad and not identical." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Chat-template mask bug and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs: default init vs missing strict field." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize issue vs Whisper empty-transcription failure; different paths." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading breakage vs Qwen3.5 save_pretrained regression; same family but different bugs." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA span decoding top-k crash and empty chat-template input crash are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Phonemizer backend state bug vs tokenizer thread-safety regression; unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch flag bug and model memory overflow are different issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency issue vs unreleased minimum PEFT version; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression and Deepseek tokenization regression differ in symptom and scope." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation example problems in different docs/features; no shared bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker bug is unrelated to the placeholder data request." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored is unrelated to a model warning about tie_word_embeddings." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug and Qwen3.5 checkpoint serialization bug are different." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing HybridCache export vs broad import errors after upgrade; too general to merge." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor selection bug vs remote_code breakage are not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression and PEFT version bump problem are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights vs resize_token_embeddings propagation are different code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 visuals, but one is loading and the other is save_pretrained key serialization." + } + ] + }, + "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": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44462", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:43644|issue:47145", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:43931|issue:47145", + "issue:44462|issue:45081", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:43479|issue:43525", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:43441|issue:45834", + "issue:44623|issue:44749", + "issue:43873|issue:47145", + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:44246" + ], + "prepared_review_unit_hash": "2214d2b67a95174e02241e3abaa6c969833de7b068b432dc7461684138c4b869", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34848, + "estimated_input_tokens": 8712, + "estimated_eval_tokens": 17680 + }, + "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; none of the soft pairs look like true duplicates. The closest thematic subgroup is offloading/quantization/load-state bugs, but even those are not the same concrete code path.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the broadest umbrella candidate here (offloading + quantization), so it is the closest thing to a cluster anchor, though it does not duplicate the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative overall because it captures the widest and most reusable bug theme among the few related offload/quantization reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different subsystems and failures: tokenizer special-token decoding vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is a config validation error; the other is a dtype/config synchronization bug during model construction." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug and device_map forward-device mismatch are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder data request and FP8 inference failure on B200 are unrelated issues." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both involve loading state, but one is junk non-persistent buffers and the other is missing weight_scale application for compressed-tensors checkpoints." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss omission and Gemma multimodal token-id defaults are different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Separate model-loading failures affecting different model families and likely different loaders." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Weight-shape mismatch for a specific model is not the same bug as FP8 weight_scale not being applied." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer selection from repository and Mistral regex patch crash are distinct tokenizer-loading problems." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention attribute crash and RTDetr loss infeasibility are unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation on new torch versions is unrelated to missing TensorFlow backend packaging." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different missing-default/attribute problems." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed OOM from Adafactor and optimizer.step being called twice are not the same failure." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with offload are different operations and bugs." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Terminal ANSI formatting issue and variable-length position_ids bug are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention model failure and long-OCR index error are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor files and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantization/offload/loading, but they describe different concrete bugs and should not be merged." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation crash and Gemma 4 processor import error are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but CPU offload incompatibility and variable-length position_ids are distinct problems." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm eps precision issue and GlmMoeDsaIndexer split return bug are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different loading/saving issues." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging dependency omission and Python-version compatibility are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation/behavior mismatch for a pipeline and intermittent slow import 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": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:41628", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44671", + "issue:44779", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:47176|issue:47177", + "issue:44671|issue:44779", + "issue:45600|issue:45712", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:44188|issue:44336", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:44246|issue:44496", + "issue:45325|issue:46851", + "issue:46291|issue:46399", + "issue:44871|issue:47145", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:46655|issue:46726", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:43526|issue:45003", + "issue:43540|issue:46752" + ], + "prepared_review_unit_hash": "4c350f9f85b22734fd1d63a4b1c9db06e756bed09850b55b27e57a21a45b5344", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36038, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster; it\u2019s a grab bag of mostly unrelated Transformers issues spanning tokenizers, model loading, config regressions, and a few security/utility bugs. The only commonality is broad v5-era regressions, not the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate for the whole set. If forced to pick the broadest representative, #43723 is the closest because it covers a generic v5 tokenizer-loading regression that matches the cluster\u2019s strongest theme.", + "canonical_pr_reason": null, + "best_issue_reason": "#43723 is the best representative only in a loose thematic sense: it is the most general, user-facing loading regression and sits near the center of the loader/tokenizer subset. It is not a true duplicate anchor for the whole group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but one is a shell-operator allowlist bypass and the other is tar/zip slip arbitrary file write. Different attack vectors and fixes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and different failure modes: CamemBERT MLM predictions vs Deepseek tokenizer output regression." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo-maintenance/generated artifacts, but one is stale auto_mappings references and the other is leftover dummy classes. Not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 missing pad_token_id vs GLM-4V-9B loading failure; unrelated model-specific config/loading issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression in GenerationMixin vs CLIPVisionModel hidden_states output bug. Different code paths." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM while loading a Qwen2 model vs FP8 weight_scale not applied on checkpoint load. Unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device mismatch during forward. Different components and fixes." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix. No shared underlying defect." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence vs ANSI coloring in loading_report. Completely different subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for one repo vs backend-selection error when only tensorboard is installed. Both loading-adjacent, but not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but one is a concrete Llama4 pad_token_id attribute bug and the other is trust_remote_code returning incomplete AutoConfig objects." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a specific VL class vs Python version compatibility regression. No shared code-path." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output bug vs incorrect docstring. Not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression in v5 vs ESM2 model breakage. Different model/features and likely different fixes." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family (Ministral) but different defects: tokenizer BPE markers vs FlashAttention failure in v5 RC." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage backend lookup failure vs Qwen3.5 chat crash. Unrelated runtime problems." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency in transformers vs unrecognized model/config.json failure. Different symptoms and root causes." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they are different models and different semantics: Qwen2.5-VL temporal scaling vs Qwen3.5 variable-length input handling." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is an import-time dependency/version check and the other is a missing decorator on a registration path. Not mergeable as one fix." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id configuration inconsistency vs FP8 frozen checkpoint weight_scale application. Different layers of the stack." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs Gemma-4 zero3 from_pretrained loading issue. Different operations and causes." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Feature-extraction length helper bug in qwen3_omni_moe vs variable-length position_ids bug in Qwen3.5. Not the same path." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video processor padding math bug vs AutoProcessor reporting missing vision backend. Different processor and error condition." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import vs Python3.9+/3.10+ compatibility regression. Unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError due to missing nn vs undefined tf backend when only tensorboard is installed. Different dependency failures." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration/decorator failure vs variable-length position_ids bug. Different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs unsafe sys.modules access in modeling_utils. No shared underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs empty-chat-template IndexError. Both input-handling bugs, but not the same one." + } + ] + }, + "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": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "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:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:46614|issue:46665", + "issue:44336|issue:44485", + "issue:42491|issue:43299", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:41950|issue:44220", + "issue:43262|issue:44246", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44295|issue:44749" + ], + "prepared_review_unit_hash": "db7736fbb66e9b7671785d1cc8c2dc5627be07e985cda8b3c73ea0a73b47ff82", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share only broad subsystem or keyword similarity, not the same concrete bug. No pull requests are present, and all soft-edge candidates should be rejected as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the broadest representative of the visible multimodal/video regression theme, but it does not unify the full set of issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Race condition in patched testing utils vs stale warning in paged generate(); unrelated symptoms and code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring future-annotations crash vs Qwen3.5 kernel registration/decorator failure; different modules and failure modes." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference vs VideoPrism hidden_states/output object bug; not the same underlying defect." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency issue vs Gemma eos_token_id config inconsistency; no shared code-path problem." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error vs Gemma-4 ZeRO3 from_pretrained issue; separate model-loading bugs." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs Qwen3.5 chat crash; both Qwen-related but different concrete failures." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention s_aux=None crash vs variable-length position_ids bug; distinct inference code paths." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state vs inconsistent from_pretrained behavior in Python classes; unrelated bug classes." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI logging output issue vs GLM-5 RoPE implementation discussion; no common underlying change." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "LoRA/Qwen3-MoE conversion mismatch on hf4.x vs Qwen3VL-MoE loading regression on v5.0.0.dev0; similar family, different bugs." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access vs TimesFM window_size AttributeError; unrelated internals." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off vs missing auxiliary losses when denoising is off; different models and loss paths." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA bug in Bamba vs CPU/CUDA output divergence in PPDocLayoutV3; not the same code-path." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression vs resize_token_embeddings not updating output embeddings; different subsystems." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure vs AttentionInterface.register behavior change; no shared defect." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode import from huggingface_hub; unrelated import errors." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing HybridCache export; different symbols and fixes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mention stale return_all_scores option vs unsafe sys.modules access in modeling_utils; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion issue under accelerate+deepspeed vs DeepSpeed ZeRO3 deque underflow; separate training/runtime failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure vs sys.modules lookup safety bug; unrelated loading paths." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs SmolVLM video padding calculation bug; both video-related but different models and causes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor mismatch vs fbank feature extraction issue; no shared underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs load-balancing loss omission; different APIs and domains." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT vs empty-list chat-template IndexError; unrelated user-facing errors." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing strict config field and the other is from_config text_config unwrapping; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input regressions, but for different model families and different failure mechanisms." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer error vs filter slowdown after upgrade; unrelated symptoms and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "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:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45859", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:45137|issue:45600", + "issue:45292|issue:47000", + "issue:45859|issue:46399", + "issue:44162|issue:45200", + "issue:45003|issue:45561", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:44466|issue:45335", + "issue:43475|issue:46369", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:44038|issue:46506", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:43526|issue:46894", + "issue:44479|issue:46170", + "issue:42199|issue:46851", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:43065|issue:43408", + "issue:44877|issue:46170", + "issue:43475|issue:43540" + ], + "prepared_review_unit_hash": "5f6cdae2af6620e89600dbf95c54c7a0b0c0ec8a166e1bfe9f67b41807968c43", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35890, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated transformer/model bugs, so there is no meaningful single canonical issue here. All soft-pair candidates appear to be different underlying problems rather than duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different failures in different areas: DeepSpeed ZeRO3 deque/indexing vs. auto_mappings referencing removed Sam3LiteText configs. No shared code-path bug." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated regressions: token embedding resizing not updating output embeddings vs. RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both mention Qwen3.5/rotary-related code, but one is CPU offload compatibility and the other is a missing decorator for kernel registration. Different concrete bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids handling for text-only fine-tuning." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug in modeling_utils is unrelated to a pytest-xdist captured_info.txt race." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Different regressions: processor.tokenizer/images handling vs. resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure is unrelated to DeepSpeed ZeRO3/BertModel empty-index crash." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embedding weights, but one is serialization inconsistency by device and the other is resize_token_embeddings not propagating to decoder.embed_tokens. Not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 encoder output attribute error is unrelated to SAM3-litetext memory overflow." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "save_pretrained missing files is a different issue from AutoProcessor fallback/error when the vision backend is missing." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config behavior, but one is load failure for granite_speech and the other is a missing field silently dropped in a different config class. Not the same underlying change." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss gating in MoE routing is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe/transformers 5.0 issue is unrelated to PPDocLayoutV3 CPU-vs-CUDA numerical differences." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Florence2 training-loss double-shift behavior." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure for physical-intelligence/fast is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generation UnboundLocalError is unrelated to MLflow reporting after failed training jobs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific unsupported Flash Attention 2.0 error for NemotronHForCausalLM is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to CohereASR training-loss double-shift." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression across Qwen models is unrelated to a Windows/ROCm torch.distributed dependency problem." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR-derived cardinality/background-class handling is unrelated to Qwen3.5 variable-length position_ids support." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie_word_embeddings warning in Qwen3.5 fine-tuning is unrelated to a flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma 4 zero3 from_pretrained issue is different from DeepSpeed double optimizer-step behavior." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 PixelDecoder dummy Conv2d is unrelated to the sam3_video/sam3_tracker model-type warning." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows ROCm torch.distributed dependency are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder missing attribute is unrelated to Qwen3OmniMoe video-input ValueError." + } + ] + }, + "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": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43646", + "issue:43701", + "issue:43723", + "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:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45375", + "issue:45412", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:45412|issue:46123", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44995|issue:45200", + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:45685|issue:46431", + "issue:44361|issue:44749", + "issue:45103|issue:46858", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:43065|issue:46123", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:46752|issue:47020", + "issue:45375|issue:45478" + ], + "prepared_review_unit_hash": "8c210ea027647732cc5eb43b1ce14d80e5cdda34df8365948ae5778e392557c7", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs around tokenizers, model loading, generation, caches, and a few backend-specific issues. I don\u2019t see any strong duplicate pairs; most overlaps are only at the subsystem level, not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43723 is the best representative issue: it is a clear, concrete tokenizer-loading regression in v5 with a broad enough scope to stand in for the tokenizer subset of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the strongest standalone issue to keep: the title is precise, user-facing, and describes a broadly relevant failure mode in the v5 tokenizer load path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different bugs: RT-DETR memory retention vs MaskGenerationPipeline final-batch bookkeeping." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Different code paths: Windows/ROCm import dependency issue vs RTDetrModel feature-level mismatch in forward." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer load regression vs accuracy regression after upgrade; same project, not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma multi-GPU CUDA OOM are unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch during model loading vs a warning about tie_word_embeddings configuration." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma token roundtrip behavior." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward is unrelated to missing mm_token_type_ids defaults." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but one is config warning and the other is a stale paged-generation warning; not the same bug." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change is unrelated to FP8 compressed-tensors weight_scale loading corruption." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API acceptance failure in /v1/chat/completions is not the same as Gemma pipeline token roundtrip failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The reproduction issue points to another upstream bug, but there is no evidence it is the same Gemma roundtrip problem." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss logic and DeepSpeed loss host-synchronization are different mechanisms and symptoms." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache/indexer crash on second forward is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache seq-length return-type bug and LlamaConfig head_dim validation are separate issues." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support error for MoE is unrelated to chat-template presence validation." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and performance slowdown after upgrade are not the same underlying bug." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation handling and static-cache seq-length arithmetic are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer config mismatch and the other is missing processor files; different defects." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Model output nonsense with AutoModel/pipeline is not the same as missing-vision-backend processor reporting." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to final partial-batch handling in MaskGenerationPipeline." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and data-filtering slowdown after upgrade are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Slow data filtering and double optimizer.step under DeepSpeed are different runtime problems." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in v5.0.0 and ESM2 being broken are too vague and clearly distinct." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and optimizer.step being called twice do not describe the same code path." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template list crash and XLMRobertaTokenizer/Unigram initialization are different tokenizer bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 MoE config field dropping and Qwen3.5 MoE from_pretrained errors are related only by model family, not the same concrete 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": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:42994|issue:43482", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:44188|issue:46851", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:44373|issue:46851", + "issue:43232|issue:43673", + "issue:44038|issue:44623", + "issue:43986|issue:46726", + "issue:28282|issue:30990", + "issue:45310|issue:45375", + "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:45137|issue:47000", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:45561|issue:47059", + "issue:45593|issue:46877", + "issue:44222|issue:45310", + "issue:44661|issue:47059" + ], + "prepared_review_unit_hash": "f5c66da099e30d68b2177b03ba43960032ccbba47e4523df6ed6e897ec724b52", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36885, + "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 mostly heterogeneous: import/export regressions, remote-code/config-field issues, tokenizer/generation bugs, quantization/save/load problems, and a few unrelated docs/infra failures. I don\u2019t see any soft pair that is clearly the same concrete bug or change, so I would keep the cluster split.", + "confidence": 0.79, + "canonical_issue_reason": "issue:41628 is the most generic package-level API regression in the set (top-level AutoImageProcessor import failure) and best represents the recurring import/export breakage theme better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the cleanest representative of the repeated import/export failure pattern across the cluster and is broad enough to stand in for several similar API breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Different failure modes: quantized save_pretrained vs GGUF loading in v5." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different models and code paths: SAM3 vision encoder attribute vs TimesFM window_size attribute." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 missing attribute is not the same bug as trust_remote_code config-field loss." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different areas: torch.compile attention-kernel branching vs Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "One is a placeholder bug report; the other is a specific gemma-4 Zero3/from_pretrained failure." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Docs/example issues vs runtime missing-backend handling; not the same concrete defect." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring wording issue vs an actual Qwen3.5 variable-length input crash." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they hit different logic paths: sync_gpus kwargs update vs chunked_prefill cache handling." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe v5 breakage vs processor.save_pretrained missing files." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve missing vision deps in AutoProcessor, but one is video-model loading and the other is image-processor resolution; too different to merge strictly." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing AutoModel import error vs Sentence Transformers loading stall are different problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 family, but one is a generic from_pretrained error and the other is a missing config field being dropped by @strict." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated: import-time doc-lint stdout vs RTDetr loss infeasible cost matrix." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Docstring-generation behavior vs T5 decoder-input validation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export failures, but they concern different symbols and different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure vs missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both touch decoding/tokenization, but one is a Whisper timestamp edge case and the other is a Kimi-K2.5 codec regression." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression vs mistral_common continue_final_message bug are different tokenizer paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API migration warning vs InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError vs Qwen3.5 kernel-registration failure are different bugs." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow vs RTDetr cost-matrix infeasible are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs pipeline-parallel output corruption are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor export vs HybridCache export." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "AutoModel requires PyTorch and AutoImageProcessor import failure are different API errors." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "GGUF loading vs Qwen2.5-VL class import failure are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5 variants and different symptoms; not one concrete bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel incorrect output vs image-triggered infinite loop are distinct failure modes." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash vs import-time doc-lint output are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "xdist file race vs CLI completion attribute error are different test/infra failures." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss bug vs auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE vs Qwen3.5 from_pretrained error are different directions of failure." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-registration helper bug vs Hugging Face Hub CLI test failure are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:44743|issue:47068", + "issue:43976|issue:44933", + "issue:43479|issue:46829", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:45561|issue:45600", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779" + ], + "prepared_review_unit_hash": "fce1c1c1d460a11a6888e2266df23c4f8fcbf8089ec1ef517c60ba69bfbe85fc", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36901, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issues. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report (#42673 / #43704); the rest differ in model, subsystem, or failure mode too much to merge.", + "confidence": 0.96, + "canonical_issue_reason": "#42673 is the better canonical issue: it is the earlier, fuller report of the exact same Qwen3ForCausalLM VRAM leak, with more discussion/context than #43704.", + "canonical_pr_reason": null, + "best_issue_reason": "#42673 is the strongest global issue candidate because it is the clearest true duplicate target in the set and has the most context/activity among the matching pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems and failure modes: Mistral regex patch crash vs auto-docstring annotation handling." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip issue." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different concrete bugs in Gemma-related code paths; not the same underlying failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated generation kwargs issue vs a Janus test failure." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same Qwen3ForCausalLM VRAM leak with multiple dataloader threads; #43704 is a duplicate report." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both are FP8-related, but one is accuracy regression and the other is save_pretrained behavior for MoE." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend installation problem vs a missing image_utils import; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading error vs xdist file race; no shared code path." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning issue vs auto_docstring stdout diagnostics." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting issue vs deepspeed/Adafactor OOM; different problems." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3 recurrent-state reset bug vs a potential CUDA host-sync in loss computation." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing import from image_utils." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Config default initialization bug vs output tensor field mismatch; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and token-embedding reinit are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and model paths." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "xdist captured_info.txt race vs stale auto_mappings references; different CI failures." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Dependency/backend installation issue vs dummy class cleanup problem." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Specific tokenizer special-token behavior vs general fast-tokenizer thread safety; different underlying issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same code path." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in dataloader threads vs long-context FA2 performance regression." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs tokenizer thread-safety regression; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction vs pipeline partial-batch handling; different bugs." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Auto-mapping stale config references vs huggingface_hub CLI attribute mismatch." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces vs wrong token IDs for Granite models." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer loading issue vs mdeberta special-token regression; not the same failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization bug vs Whisper timestamp decode crash." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter mismatch; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs-related, but they are different examples, models, and failure modes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL class export; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported behaviors and model families differ." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: #42673 and #43704 have the exact same title and clearly match as duplicate reports, with #42673 having more body detail and discussion. The remaining soft-edge rejections stay conservative and do not overclaim duplication from loose thematic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:44079", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44360|issue:46762", + "issue:41628|issue:42757", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "93ed9fd9c00525ad2a8d249ecbd4d76d1c8cc5ed751f2412e6ec7ea5077be6b9", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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: most items are unrelated Transformer bugs, regressions, or docs issues with only superficial similarity around imports/tokenizers/multimodal code. There is no strong duplicate set, so any canonical choice is only a loose representative.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue clearly represents a duplicate group. If one issue must anchor the cluster, issue:44843 is the best representative because it is a concrete, user-visible v5 tokenizer regression with a clear failure mode and discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44843 is the strongest standalone representative: it is specific, reproducible, and broadly impactful within tokenizer loading/regression behavior. It is still not a duplicate of the other issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs in different areas: multimodal config default initialization vs ModelOutput key assignment." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-R is unrelated to MLflow reporting after failed training." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Qwen3 VRAM leak in multithreaded dataloaders is not the same as tokenizer thread-safety regression." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline tokenizer loading / mistral regex patch is a different bug from fast tokenizer thread safety." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow reporting and Llama 3.2 Vision model loading are unrelated failures." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch count method and remote-code checkpoint meta-init incompatibility are different multimodal breakages." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup-space behavior change is unrelated to processor.tokenizer / image-passing regression." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to double optimizer steps under deepspeed." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are separate model-specific issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash is unrelated to auto_docstring future-annotations AttributeError." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regressions, but the concrete failures differ: cleanup spacing vs codec handling / warning behavior." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting after failed training is unrelated to embedding resize / post_init reinitialization." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch import are different dependency/import problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer_class mismatch in tokenizer_config.json are distinct save_pretrained bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Ignored SGD optimizer args is not the same as a documentation parameter-name mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures: empty multi-label results vs local dataset loading." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unreleased MIN_PEFT_VERSION is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug is unrelated to deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy_pt_objects leftovers are both import-surface issues, but not the same underlying defect." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 model saving and the other is processor file persistence." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3_5Moe." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config None-handling and non-persistent buffer junk are different initialization bugs." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading regression in v5 are separate tokenizer bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo for position_ids is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer missing ReLU and Minimax attention numerical mismatch are different implementation issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import is_offline_mode are different missing-symbol issues." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is unrelated to Qwen3.5 Moe from_pretrained errors." + } + ] + }, + "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": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:43504|issue:47059", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:46209|issue:46431", + "issue:44263|issue:44373", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:43475|issue:46305", + "issue:46369|issue:46909", + "issue:44263|issue:44360", + "issue:46305|issue:46655", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:44829|issue:46002", + "issue:43408|issue:46402", + "issue:44964|issue:47059" + ], + "prepared_review_unit_hash": "20d8e627547cfb5a82ec960f3acf8cb67ebd0ca0abac882db568ce48c6d24ef9", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a broad mix of unrelated Transformers issues rather than a tight duplicate set. The soft pairs mostly share only subsystem-level similarity (v5 regressions, save/load, multimodal, quantization) but not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items cover distinct failures across imports, tokenization, generation, quantization, save/load, and model-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be chosen as the clearest representative, #45092 is the most concrete and well-scoped regression report, but it is not a duplicate hub for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config/model validation in v5, but one is a general PretrainedConfig type-checking break and the other is a LlamaConfig head_dim constraint." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "One is a tokenizer loading/import issue; the other is a generation problem with Qwen3.5 flash-attention. Different failures and code paths." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT legacy-field loading bug vs a CLI compatibility break with huggingface_hub. Same ecosystem, different bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE persistence and the other is shard-size default behavior. Not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior regression vs FP8 inference failure on B200. No shared underlying defect." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics and remote-code meta-init incompatibility are unrelated issues." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access bug vs processor.save_pretrained missing files. Different components and symptoms." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to missing chat template handling in processors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime indexing bug; the other is a docstring issue for position_ids." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max length handling are separate generation/cache concerns." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update bug vs Kosmos2.5 long-OCR index error; different pathways." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Stuck loading Sentence Transformers is not the same as zero probabilities in siglip2 classification." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to a LlamaConfig head_dim validation issue." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 output attribute error vs MoonshineStreaming window off-by-one; different models and bugs." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is about torch.split return values and the other about a missing ReLU. Not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "MoonshineStreaming mask off-by-one and SmolVLM video padding are different sequence-processing bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module import and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load of quantized models, but they involve different quantization schemes and failure modes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code checkpoint meta-init incompatibility and incorrect visual encoder keys on save_pretrained are different Qwen/InternVL bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "General dependency issue vs SequenceFeatureExtractor.pad performance regression; no shared underlying defect." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regressions and Qwen3-VL-Moe loading problems are distinct issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a model math/config bug, not a remote-code meta-init incompatibility." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Two separate import errors for different exported symbols and model classes; not a single bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 degenerate training is unrelated to NaNs in classification heads during checkout/init." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "sam3_video vs sam3_tracker type warning is different from missing Sam3Model text encoder weights." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4-multimodal load regression and CLI failure with huggingface_hub 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": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43976", + "issue:44117", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:45381|issue:46305", + "issue:39379|issue:46172", + "issue:44483|issue:45406", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:43644|issue:46305", + "issue:44327|issue:47059", + "issue:44188|issue:44373", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:42371|issue:44263", + "issue:44117|issue:44704" + ], + "prepared_review_unit_hash": "7d7ab21305494615f81c8b96a8fe3895363835427901a8dd525b6bcf5f9bbb83", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35500, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a loose mix of tokenizer, loading, multimodal, and runtime-regression issues. The soft edges are only superficial title similarity; none look like the same concrete bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenizer-regression report in the set: it describes a version-to-version tokenization change for the same tokenizer, with discussion and inbound references, whereas most others are narrower or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best overall issue to anchor this cluster because it is a clear, user-visible regression in a core tokenizer path and is more central than model-specific or one-off loading/runtime reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both mention masking/positioning, but they are different models and different code paths; not the same off-by-one bug." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different failures: mllama mask handling vs deepseek-v4 transpose/dtype logic." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "One is a chat-completions request validation issue; the other is a serve-time processor attribute crash." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Quantization accuracy regression and image-specific infinite loop are different bug classes and likely different fixes." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import failure for transformers.onnx is unrelated to tokenizer added-token spacing." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk on v5 and streaming window mask off-by-one are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds crash and CLI completion attribute crash are separate subsystems and code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Runtime attention-kernel divergence is unrelated to a docstring issue." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different concrete behavior." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from huggingface_hub is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning on SAM3 tracker versus memory overflow on sam3-litetext are different problems." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different flows." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading bug is unrelated to wrong tokenizer decoder type in v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Sentence Transformers loading hangs are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenization, but one is BPE-marker handling for a specific model and the other is a broader version regression; not the same concrete defect." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "A video-input position-id bug and a broken documentation example are different issue types." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError is unrelated to a DIA docs example." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads may both involve init, but they are not the same code-path bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access on position_ids and tokenizer_class metadata mismatch are separate tokenizer/model-state issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang for Sentence Transformers and a MacOS bus error in CLIP are distinct failures." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI command and sentence-transformers import NameError are different surfaces and fixes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading Phi-4 multimodal are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility regression and pipeline-parallel output issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific AutoImageProcessor import failure is not the same as a broad import regression after upgrade." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and torch.split return values in a MoE indexer are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both are from_pretrained/load-path bugs, but they involve different failure points 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": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:43329|issue:47059", + "issue:42907|issue:43937", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:46172|issue:46762", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:43408|issue:43475", + "issue:44038|issue:44297", + "issue:43122|issue:44521", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:39379|issue:43232" + ], + "prepared_review_unit_hash": "f3c0a8b19beeb575d61495f12bfc831155a090220b6a37d56f26fa4aacab7af3", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35684, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 + }, + "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 only broad subsystem names (tokenizers, save/load, multimodal, imports) but not the same concrete failure mode. I would not merge any of the soft pairs. The strongest standalone issue in the set is the active multimodal chat-template bug (#44521).", + "confidence": 0.88, + "canonical_issue_reason": "#44521 is the most active open issue with multiple inbound references and a concrete, reproducible bug in a core user-facing path (apply_chat_template for multimodal inputs).", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the clearest current tracking issue: active discussion, external references, and a well-scoped failure mode that is likely to attract related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different bugs: Smollm3 RoPE-layer selection vs Qwen3-Next tied-weights warning; no shared code path." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "One is an nn import error in sentence-transformers integration; the other is auto_mappings referencing removed SAM3 configs in CI." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token-count helper bug vs CLI completion breakage from huggingface_hub; unrelated failure surfaces." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model save failure vs invalid GenerationConfig for GLM-5; different model paths and symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs loading cjvt/sleng-bert failing; both tokenizer-related but not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping correctness and assistant-mask generation are separate tokenizer/template bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Deepseek-v4 dtype/transpose bug and Minimax attention numerical mismatch are different models and code paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs passthrough in AutoProcessor is unrelated to chat-template crashes with tool calls." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization, but one is a cross-version regression while the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 tracker/model-type warning vs missing fpn_position_embeddings in SAM3 vision output; distinct bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load/regression issue vs tokenizer.save_pretrained writing the wrong tokenizer_class; different functionality." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "General tokenization regression vs multimodal assistant-mask handling; not the same concrete defect." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are different load/save issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer access bug do not share the same path." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MOE/save_pretrained, but one is a load/regression bug and the other is FP8 save_pretrained behavior; too different to merge." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained regression while the other is from_pretrained failure." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports (Qwen2.5 VL class vs HybridCache) and likely different fixes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label outputs in an example script vs Gemma 4 mm_token_type_ids defaults for text-only fine-tuning are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Two tokenizer regressions, but on different models and behaviors; not the same underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer language state are separate tokenizer subsystems." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; no shared underlying change." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the classification example returning empty results." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift between train/eval and incorrect pipeline-parallel LLM output are different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package/backend dependency inclusion and Python 3.14 loading failure are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama multimodal token-mask logic and generation kwargs syncing after sync_gpus are separate code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "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:46697", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43976|issue:45446", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:43618|issue:46829", + "issue:46328|issue:47116", + "issue:43992|issue:44704", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:44995|issue:46697" + ], + "prepared_review_unit_hash": "3fa338ccb1de8335a1a2e52bba424a6aaca5e681dcfa454cdcbe34cdc4460bad", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36084, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issues, with a loose common thread around Transformers v5 regressions and tokenizer/model breakages. No PRs are present, and none of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for version-wide v5 import/API breakage reports, so it best represents the shared regression theme among the few somewhat related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative because it captures the widest user-facing impact and can subsume narrower import-error reports better than model-specific or docs-only issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen/SigLIP multimodal complaints, but one is a SigLIP2 output discrepancy and the other is an infinite loop on a specific image; different failure modes and code paths." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad's numpy/list conversion slowdown." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a docs parameter name typo in set_training(), the other is import-time docstring lint logging; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior changes and a stale espeak backend in phonemize are different tokenizer/phonemizer state issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is invalid GenerationConfig validation and the other is a RoPE implementation discussion; different concrete problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella for many import errors, but 38617 is a specific missing symbol ImportError; too broad to treat as the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "A Python version-compatibility issue and an incorrect PyTorch version check for AuxRequest import are different import-time regressions." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading via base_model_prefix and NaNs in classification heads are unrelated failure modes." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different from_pretrained failures; not the same concrete code-path bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different decoder/tokenization logic." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "A VRAM leak in multi-threaded dataloaders is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained saving wrong visual encoder keys and from_pretrained failing are related to the same model family, but they are different read/write paths and not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter mismatch are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "A Qwen3.5 config propagation bug and NaNs in classification heads are different issues in different subsystems." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "An example script returning empty multi-label results is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extraction length helper behaving unexpectedly and an AuxRequest import version check are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "An image processor size mismatch and a broken DIA documentation example are not the same underlying problem." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer.evaluate() failing after train() are separate training-loop issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API-setting guidance and a missing image-patch method in GLM46V are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "AutoProcessor missing-vision-backend handling and HF_ENDPOINT 429 retry behavior involve different failure paths in from_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field assignment bugs, but CLIP attentions and VideoPrism hidden_states involve different model outputs and tensors." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A padding inefficiency in SequenceFeatureExtractor is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor not forwarding kwargs to cached_file are different loading bugs." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention 2 support for GPT2LMHeadModel is a feature request, while 46640 is a separate Flash Attention 2 issue; not the same bug/change." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regressions and a DeepSeek accuracy regression are different symptoms and code paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "An example-script classification bug and a pipeline() error-message regression are not the same underlying issue." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in threaded inference and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals and an incorrect version check for AuxRequest import are separate issues." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash on second forward and image over-padding are different model/processor 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": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42617", + "issue:43064", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43824", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:45092|issue:46762", + "issue:33453|issue:39401", + "issue:44263|issue:46762", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:43673|issue:46328", + "issue:39379|issue:43688", + "issue:42222|issue:43441", + "issue:42222|issue:47000", + "issue:44380|issue:46077", + "issue:45405|issue:45446", + "issue:42222|issue:46752", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:44291|issue:45071", + "issue:39379|issue:46897", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:44704|issue:47110", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:43408|issue:43742", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:45632|issue:46981" + ], + "prepared_review_unit_hash": "b8aac560f3846c2ab12a133bd6e0c57cda0e7d1d37ee39299b65bcb5d4de8b09", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it spans unrelated tokenizer, model-loading, attention, generation, training, and testing-utils bugs. None of the soft pairs look like the same underlying issue, so I would not deduplicate any of them together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Different models and failure modes: remote-code/meta-init incompatibility vs numerical differences in Minimax attention." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenizers, but one is a loading regression and the other is a wrong offset_mapping bug in Qwen3." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Unrelated code paths: GlmMoeDsaIndexer split behavior vs Minimax MSA attention numerics." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing Qwen class is unrelated to AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training/FSDP optimizer-state bug is unrelated to GenerationMixin cache handling during chunked prefill." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are different bugs." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Different subsystems and symptoms: mllama mask handling vs auxiliary-loss normalization." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Both are model-specific breakages, but the broken vitpose models and Ministral FlashAttention failure are not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Completely different failures: vitpose breakage vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but GPT2 scaling being ignored and Gemma4 still building causal masks are distinct issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Package-version requirement mismatch is unrelated to the PyTorch version check bug in flex_attention." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "vitpose model breakage is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are separate code paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure is not the same as a stale warning about num_return_sequences." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5 initialization/config, but init_empty_weights _is_hf_initialized and PretrainedConfig type checking are different bugs." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and defects: incorrect mllama mask handling vs Florence2 training-loss double shift." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights depending on device is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "qwen3next missing projections and Qwen3.5 from_pretrained error are different model-specific failures." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but Qwen3 offset_mapping and Deepseek incorrect outputs are not the same underlying bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and missing- torchvision load crashes are different issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and a huggingface_hub CLI compatibility break are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A small testing_utils bug is not the same as a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and special_tokens being a list instead of a dict are different bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneracy and save_pretrained checkpoint serialization are unrelated failures." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking breakage is separate from stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "The generic testing_utils bug does not clearly match the specific xdist race on captured_info.txt." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3 trackers is unrelated to a key error while loading MobileLLM-125M." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crashing on backend_tokenizer are different tokenizer-loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution problem and a testing_utils bug are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for local trust_remote_code models are unrelated to repeated HTTP 429 retries in AutoProcessor." + } + ] + }, + "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": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46617", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44484|issue:45310", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:46752|issue:47116", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44360|issue:46172" + ], + "prepared_review_unit_hash": "3559d923e557136bf636b411badcd1ae0beb87d385a5969731ad264fa9755d42", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35141, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 + }, + "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 regressions and model-specific bugs. There are no clear duplicate PRs, and none of the soft candidate pairs are strong enough to merge as the same underlying change/bug with the available evidence.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style regression report in the set: \"Many import errors after update from 4.57.0 to 5.5.0\". It best represents the cluster\u2019s import/API breakage theme, even though most other items are narrower and not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general, user-impacting issue among the candidates and is the closest thing to a cluster representative. The other issues are mostly model-specific or narrow symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and likely different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different tokenization regression vs noisy logging; unrelated problems." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a backend mapping error are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug vs FP8 inference on B200; different subsystems and symptoms." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading vs a documentation parameter mismatch; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings API issue and an MLA numerical precision issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure vs model loading/config recognition failure; different root causes." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size behavior and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they concern different models and different attention implementations." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from image_utils is not clearly the same bug as a broader upgrade-wide import regression." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API guidance and cache file loading failure are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error; different model bugs." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD args and double optimizer stepping under deepspeed are different optimizer issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError and audio feature extraction failure are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in one component and a RoPE implementation discussion are not the same defect." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions around v5, but the titles indicate different symptoms and likely different root causes." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift bug are model-specific and distinct." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config option fallout and unexpected position-id keys are different compatibility problems." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init policy and AutoProcessor retry behavior are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template input crash and streaming pipeline regression are different chat/pipeline bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked prefill cache regression and a testing-utils bug are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading/model-definition issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor and a PreTrainedConfig type-checking break are different API regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch counting method and MLA layernorm epsilon precision issue are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic chat/completions request rejection and streaming inference failure on a specific model are not clearly the same defect." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size question and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and opposite support states." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split indexing behavior and a transpose/dtype issue in deepseek-v4 are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer and deepseek-v4 tensor transpose logic 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": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981", + "issue:47000" + ], + "soft_pairs": [ + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:45753|issue:46369", + "issue:45341|issue:47000", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:44062|issue:44117", + "issue:43986|issue:44484", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701" + ], + "prepared_review_unit_hash": "b47ac31b405249511305ed9ea0532f18113b8a3ba4673ac2f52ca58a1fe4038e", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36945, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous collection of unrelated Transformers bug reports; none of the soft pairs look like the same underlying fix, so all are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated import errors, model-specific regressions, training bugs, and test/utilities issues.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor the cluster, issue 43873 is the broadest and most active user-facing regression report, but it is still not a duplicate target for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Different symptoms and code paths: a PyTorch precision warning during compilation versus Blip2 dtype staying float32 on load." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve attention, but one is a Ministral-3 FlashAttention load failure and the other is degenerate training with flash_attention_3; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL problems: a specific weight-shape mismatch on load versus a separate Qwen3-VL-Moe bug in Transformers 5.0." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Unrelated issues: a removed tie_embeddings API in v5 versus gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different areas entirely: processor loading without torchvision versus a testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is about a missing rms_norm_eps config field and the other is RoPE implementation; distinct defects." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to a testing_utils bug." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both touch network/offline behavior, but one is tokenizer cache loading under HF_HUB_OFFLINE and the other is repeated 429 retries via HF_ENDPOINT." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different failures in different models: infinite looping on a specific image versus memory overflow in sam3-litetext." + }, + { + "left": "issue:45341", + "right": "issue:47000", + "accept": false, + "reason": "A test utility bug is unrelated to RTDetrLoss producing an infeasible cost matrix." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None is not the same as Transformers>=5.1.0 failing on physical-intelligence/fast loading." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM code paths: missing image-patch counting method versus torch.split return handling in a different module." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed embedding-tie API is unrelated to a flash_attention.py crash on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both are generation/pipeline regressions, but one is missing cache in chunked_prefill and the other is final-batch handling in MaskGenerationPipeline." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek bugs: remote/native model divergence versus a dtype/transpose issue in deepseek-v4." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Same broad Qwen family, but one is missing projections in qwen3next and the other is a missing deepstack_visual_indexes config field." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Distinct model bugs: a Qwen3-VL-Moe issue versus qwen3next missing attention projections." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they reference different missing symbols from different packages." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different dependency/import failures: missing torchvision for AutoProcessor versus missing ReasoningEffort from mistral_common." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 API removal issue is unrelated to quantized save/load corruption after sinq." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Both are training-stack regressions, but one is FSDP2+PEFT optimizer state corruption and the other is Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model-specific training bugs: xLSTM small-model training blockers versus Florence2 double-shift training loss." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but one is a padding-calculation bug and the other is a num_frames semantic inconsistency." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken kwarg collisions are unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor loading without torchvision has nothing to do with max_shard_size default behavior in save_pretrained()." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky SamHQ test due to missing set_seed is unrelated to a logging-message issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different ImportErrors from different symbols and modules; they are not the same missing-export regression." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed API announcement and a quantization offloading regression are different code-path problems." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 precision warning during compilation is unrelated to TimesFM window_size raising AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None and the DiffusionGemma image-text-to-text pipeline failure are distinct 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": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:36683", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "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", + "issue:46710", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43992|issue:44484", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "13c3d95df71c9c122136fe821298820772aeb7002c4c7308baf6421a756fbbb2", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37476, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly superficial topical similarities across unrelated Transformers bugs. I did not find any soft pair that looks like the same underlying issue/change, so all are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:47116 is the closest thing to a broad, still-active regression report, but the set is too heterogeneous for a true canonical duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47116 is the most general and current issue in the set, with inbound references and a v5 regression framing, but it is not a strong duplicate anchor overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different failures: a specific deepseek tensor cast/transpose bug vs an accuracy regression in a different model family." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Unrelated code paths: offline file resolution vs missing encoder weights during from_pretrained loading." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems: AutoProcessor kwarg forwarding vs auto-docstring crashes with postponed annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "One is a train/evaluate lifecycle bug; the other is an import-time Trainer dependency conflict." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Loading a specific model checkpoint is unrelated to the streaming pipeline regression in v5." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different concrete problems: attention scaling ignored in SDPA/FlashAttention vs cache warmup causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is not the same as a backend-mapping ValueError for tensorflow_text." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model AutoProcessor/torchvision absence is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a different training bug from a streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save/dequantization failure and an image-triggered infinite loop are different model behaviors and code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure is not the same as Pipeline.save_pretrained support." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A warning about bfloat16 precision is not the same as a torch.compile SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Repo hygiene/dummy class cleanup is unrelated to a noisy logging message." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weights during load is unrelated to the max_shard_size default question." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These concern different warnings: PyTorch float32 precision vs tie_word_embeddings advice for LoRA." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs are not the same as Bamba SDPA compile failures." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() is a documentation issue, not the streaming pipeline runtime regression." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support gating for one model is unrelated to Python version compatibility." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention/backends, but they are different model-specific bugs with different symptoms." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type mismatch is not the same as a reproduction of an unrelated earlier issue." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Error-message wording for pipeline tasks is unrelated to saving Pipeline objects." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Serving KV-cache continuation indexing bug is a different path from the streaming pipeline regression." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API is unrelated to a noisy log message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling being ignored is not the same as register() changing function behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and DeepSeek tensor transformation bugs are different model-specific failures." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer is unrelated to importing Trainer." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained errors are different serialization/loading problems." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "A flaky model test due to missing set_seed is unrelated to a huggingface_hub CLI API break." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Two different import errors affecting different symbols and different dependency surfaces." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config handling is unrelated to a classification-loss degeneracy bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is not the same as attention scaling being ignored." + } + ] + }, + "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": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:46050", + "issue:46077", + "issue:46365", + "issue:46512", + "issue:46877", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:36010|issue:42757", + "issue:43208|issue:43526", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:44938|issue:47059", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "1b1c1e9adb4022ba08f3e98726c027ee13c65a6d51753e4ed79d64a4d802c391", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36102, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad surface themes (imports, chat templating, Gemma/Qwen regressions, saving/loading), but they point to different concrete code paths, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:36683 is the most connected node in the soft-pair graph and has the most discussion, so it is the best available anchor; however, the linked issues are still too diverse to treat this as a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the strongest overall representative by connectivity and activity, but it should only be used as a loose anchor because the cluster is not a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both are import/packaging complaints, but one is TensorFlow missing from a torch extra and the other is Trainer import interference from datasets; different dependency paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "One is a PyTorch precision warning on bfloat16 compile, the other is a flex_attention failure on torch>=2.9; different failures." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat endpoints/templates, but one is /v1/chat/completions request acceptance and the other is batched apply_chat_template padding; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a moved symbol vs local_files_only still triggering network requests; unrelated bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-attention regression vs GPT2 attention scaling ignored under SDPA/FlashAttention; different models and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 dropping layers and the other is GLM-5 RoPE implementation; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but resize_token_embeddings mismatch and bidirectional_attention mask logic are different issues." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "One loses attentions, the other loses hidden_states; different missing output fields." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors from dependency churn, but for different symbols and packages." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Generic Qwen3-VL-Moe regression vs fp8 inference support request; different scope." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save corruption vs Pipeline save_pretrained limitation; different serialization objects." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading-related, but one is a base_model_prefix regression and the other is state_dict ordering; different causes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is request validation and the other is assistant tool-call formatting; different crash sites." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation vs Trainer import failure; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gap vs invalid GenerationConfig; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs Gemma4 bidirectional attention mask bug; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix vs Pipeline save_pretrained; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are AttributeError reports, but on different model/config objects and fields." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file loading errors vs import-time stdout logging; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both are save_pretrained-related, but one is Pipeline persistence and the other is quantized sinq round-trip." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version/platform compatibility issues, but for different Python releases and different breakages." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure vs CLI completion attribute mismatch in huggingface_hub 1.22.0; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config vocab_size bug vs patchtsmixer post_init validation; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both hit checkpoint/model loading, but the underlying failures differ: sorted state_dict vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3Config vocab_size vs special_tokens list/dict handling; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention masks vs from_config(dtype=...) stale config dtype; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model/output state regressions, but different models and code paths; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config vocab_size vs Llama4Config pad_token_id; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() decoder_attention_mask assignment bug vs tensor parallel training bug; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT vs a cache-strategy typo; 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": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:36296|issue:43575", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "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:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "66887a05ae06ebe28050a6e00ccfc47aa5f6961a5b391062073a0d82dce44295", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36307, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; only the import-slowdown pair (41669/44246) looks plausibly like the same underlying issue. Most other soft pairs are adjacent themes but different concrete bugs or regressions.", + "confidence": 0.61, + "canonical_issue_reason": "issue:41669 is the most concrete, actionable report in the set and best represents the only plausible duplicate thread around slow `import transformers` behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best global issue candidate because it has a specific root cause, clear impact, and the strongest overlap with another report in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different problems: cache/layer `update()` autograd behavior vs broad import errors after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and failure modes; UMT5 weight loading is not the same as Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling is unrelated to a Trainer import conflict with `datasets`." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug and variable-length position_ids bug are unrelated code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder mask bug is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox output issue and RTDetrLoss infeasible-cost-matrix crash are different models and failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting load error is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import-time failures, but the root causes differ: compiled file handling vs `@torch.jit.script` parsing with a comment." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM while loading a specific model." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "`@torch.no_grad` decoration for cache updates is far more specific than a broad claim that many models broke in 5.0." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to slow `import transformers`; 41669 gives the concrete `import *`/model-import cause that plausibly explains 44246's intermittent import latency." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Model load failure due to sorted state_dict is not the same as a missing vision config field being dropped by strict parsing." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is missing `set_seed()` in integration tests and the other is an xdist race on a captured-info file." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment regression and PatchTSMixer post_init validation are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Autograd decoration on cache updates is unrelated to Python version support problems." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen5-family loading failures; the reported missing weight and the MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "A sorted-state_dict load bug is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency ImportError is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Missing attentions assignment and CLIP text-model structural inconsistency are different API regressions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA/ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Ignoring `local_files_only` and duplicate `special` kwargs in `AddedToken` are different tokenizer issues." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but they are different tests and failure mechanisms." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 is unrelated to video processor `num_frames` semantics." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` MoE issue is not the same as missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV cache continuation crash and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions after v5 upgrades, but they describe different concrete failures and likely different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API leakage is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No-grad decoration on cache update is unrelated to the dummy Conv2d in Sam3PixelDecoder." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet. The only clearly plausible duplicate thread is 41669/44246 around slow `import transformers`, and the other soft-edge rejections are conservative based on the issue titles and described failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43824|issue:46617", + "issue:45850|issue:47110", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:27957|issue:33453", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:43352|issue:44961", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:45375|issue:47110", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:43867|issue:47110" + ], + "prepared_review_unit_hash": "9d8fd739caa1bea98eb42fda923b95f2bd8c17e380236fd508272000ec4485f3", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38466, + "estimated_input_tokens": 9617, + "estimated_eval_tokens": 19490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import errors, model-loading regressions, CLI/docs issues, and performance bugs. The only plausible duplicate pair is the RoFormer kwargs/attention-interface reports; the rest do not look like the same underlying bug/change.", + "confidence": 0.66, + "canonical_issue_reason": "issue:46144 is the most root-cause-oriented RoFormer report: it points to the attention implementation not using the attention interface, which can explain the kwargs propagation failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46144 is the best representative issue in this set because it is specific, code-path focused, and most likely to map to a single actionable fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both are loading-related, but one is an import/export failure and the other is a cache FileNotFoundError; different code paths." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad v5 regression claim vs a special_tokens type error; too different to be the same bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage vs AttentionInterface.register behavior; different subsystems and failure modes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules with no shared root cause shown." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing tensor-parallel plan and the other is a generic from_pretrained failure; not enough evidence of one fix." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory/OOM regression vs checkpoint reload compatibility regression; distinct problems." + }, + { + "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-file runtime errors vs a slowdown when filtering data; different symptoms and code paths." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel planning bug vs missing vision config field; different model components." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang vs docs confusion about forward arguments; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs vs an unrelated one-word issue; no shared bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage vs FP8 save_pretrained behavior; different paths." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor num_frames semantics vs missing-vision-backend handling; not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Decorator/no_grad behavior on cache update vs generation kwarg update after sync_gpus; separate generation bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure handling vs tensor-parallel training bug; no shared root cause." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but for different models and different failure points." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Concrete generate() UnboundLocalError vs documentation confusion; not duplicates." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors vs PretrainedConfig type-checking regression; different failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing symbol from huggingface_hub vs broken transformers env CLI; different packages and bugs." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage vs type-checking breakage in PretrainedConfig; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both hit CLI paths, but one is env-command breakage and the other is a huggingface_hub completion API mismatch." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation ambiguity vs an import error for layer_type_validation; no shared underlying bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unclear one-word issue vs Gemma-4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI vs Qwen2.5-VL import error; different subsystems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application bug vs DSA indexer math issue; not the same change." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing Qwen3.5 MoE vision config field vs special_tokens list/dict mismatch; different model/config bugs." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support bug; related theme but not the same concrete fix." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel/model_init issue vs FP8 inference failure on B200; unrelated code paths." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State_dict sorting load error vs special_tokens structure error; different loading problems." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": true, + "reason": "Both report the same RoFormer attention-path bug: kwargs/attention-interface behavior is not being wired through correctly." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:46143/issue:46144, is well supported by the titles, and the rest of the verdicts avoid overclaiming shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:43576|issue:44273", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "d447feb31a9a77f1dc72309a5951ae13ba7fc906b962a3d74e3c34d299682cb1", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39644, + "estimated_input_tokens": 9911, + "estimated_eval_tokens": 20078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of distinct Transformers v5 regressions and model-specific bugs (loading, configs, lazy loading, generation, CLI, and a few unrelated model/model-family issues). There is no single strong duplicate theme; the closest common thread is broad v5 breakage.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the overall mixed v5-regression theme of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best representative issue because it captures the widest shared concern across the set: Transformers v5 causing widespread compatibility regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Both are attribute/key errors, but they involve different objects and code paths (`Llama4Config.pad_token_id` vs `special_tokens` list handling)." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "One is missing generation cache in chunked prefill; the other is a typo in cache strategy naming. Different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "45850 is a broad complaint, but 45362 is a specific Qwen3.5 chat crash; not the same underlying bug." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model features and failures: GLM-5 RoPE vs SmolVLM video `num_frames` semantics." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "`processor.save_pretrained` missing files is specific; `Bug report` is too vague to treat as the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and missing TensorFlow backend handling are unrelated subsystems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same broad model family, but one is a Qwen3-VL-Moe bug and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA ReLU discussion and video processor `num_frames` inconsistency are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/loading behavior, but one is lazy loading and the other is unsafe `sys.modules` access; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* performance regression and missing GenerationMixin cache are different regressions." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bbox output issues are unrelated to `PretrainedConfig` type checking breaks." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-family bugs, but one is bbox hallucination/error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 breakage, but one is the `transformers env` CLI and the other is checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific `pad_token_id` config error vs a broad v5 regression umbrella; not duplicate-level evidence." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 Qwen support and DeepSeek weight conversion are different feature requests/bugs." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading older checkpoints under v5/meta init, but they target different model families and concrete failure modes." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is a specific config regression, not the same as the broad v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying bug as a general v5 regressions complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings warning and cache-strategy typo are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad v5 model breakage versus a CLI compatibility failure with huggingface_hub; different subsystem and fix." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance issue and inability to import `Qwen3_5ForCausalLM` are different causes and symptoms." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning and Liger Kernel not applied with `model_init` are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow `import transformers` and broken lazy loading overlap broadly, but are not clearly the same underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing `set_seed()` in tests and inverse-sqrt scheduler kwargs being ignored are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI `transformers env` breakage and scheduler kwargs handling are different areas." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env command breakage and shell-operator allowlist bypass are entirely different issues." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention support and Qwen3-VL bbox hallucination are unrelated model bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is specific; `Bug report` is too vague and there is no evidence they match." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save mismatch and `Bug report` do not show the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version incompatibility and Qwen3-VL bounding-box issues are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs regression and `PretrainedConfig` type-checking break are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and feature-extractor padding inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* performance regression and missing `HybridCache` export are different import-related problems, not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`cached_file` kwargs forwarding and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression and a testing_utils bug are different issues." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility break and missing model import are distinct failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional `post_init` validation and `_get_tied_weight_keys` list handling are different configuration/runtime bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in `forward` is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python-version support issue and command allowlist bypass are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE discussion and shell command bypass are entirely different areas." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` CLI and lazy loading failures are different regressions, even if both appear in v5." + } + ] + }, + "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": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43976|issue:47177", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:31515|issue:36296" + ], + "prepared_review_unit_hash": "ca3ae82f9a8edc0c113247dd7c818852fd998ef7e7680f3b8186ccc14c1d07b8", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40144, + "estimated_input_tokens": 10036, + "estimated_eval_tokens": 20328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs span unrelated models, processors, CLI/import, security, and training issues. I do not see any safe duplicate merges; at best there is a loose v5-regression theme and a few flash-attention/tokenizer near-matches, but not the same concrete bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set ('Since 5.0 version it breaks too many models'), so it is the closest thing to a representative anchor for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the only truly umbrella-like issue, but the cluster is too mixed for it to be a strong duplicate target; it is just the least-specific representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processors and symptoms: Qwen3VL timestamp math vs SmolVLM video padding." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel/model_init application bug vs Flash Attention 3 degenerate training." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and scheduler-kwargs bug are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation discussion vs tar/zip-slip security vulnerability." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different code paths: video timestamp calculation vs GLM-5 RoPE." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and failures: Gemma audio positional encoding vs CohereASR double-shift." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained file handling vs tied-weight key AttributeError." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI/env command breakage vs missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version support issue vs shell-command injection vulnerability." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp processing bug vs inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance issue vs VRAM leak in multi-threaded loading." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs model loading regression." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 regression report and a security exploit are different issues." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad model-regression complaint vs shell-operator allowlist bypass." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both mention positional encoding, but they are different models and bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Import failure and file-write RCE are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weight key crash vs special_tokens list/dict mismatch." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer/v5 related, but one is a broad behavior report and the other a specific decoder-type bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different AttributeError contexts: tied weights vs CLI completion group." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2LMHeadModel FA2 support request vs a vague generic FA2 topic." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated title are not the same issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No shared underlying bug; unrelated titles." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No shared underlying bug; unrelated titles." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated 'Unemployment' placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated placeholder issue vs broad v5 regression report." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash vs chat-template/tool-call crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs an import error are different problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request vs processor.save_pretrained missing files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are FA2 support requests, but for different models and not the same concrete code path." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate mask crash vs slow from_pretrained loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bug 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": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-516", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "4d9eb403b4c0f15e7dc283f44d4fda7fb388923400005f2b424b15081b365bdf", + "component_budget": { + "node_count": 516, + "item_count": 516, + "soft_pair_count": 1900, + "serialized_chars": 985300, + "estimated_input_tokens": 246325, + "estimated_eval_tokens": 492906 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 16, + "serialized_chars": 13180, + "estimated_input_tokens": 3295, + "estimated_eval_tokens": 6846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a grab-bag of unrelated issues rather than one coherent duplicate cluster. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43240 is the most broadly framed runtime behavior bug in the set and has the strongest evidence of wider impact (inbound references), so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the best overall issue candidate because it describes a concrete code-path problem with broader applicability than the mostly model-specific typos, docs, or feature requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Training-job MLflow reporting failure and slow checkpoint loading are unrelated problems in different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "One is about checkpoint load speed; the other is documentation clarity for forward inputs and cache arguments." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one asks for fp8 inference support while the other reports a from_pretrained error in newer transformers; different fixes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is a different feature gap from Qwen fp8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weights behavior and RoFormer attention-interface usage are distinct model implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint error in config is not the same bug as tokenizer regex warnings after a release." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value in Mask2Former and missing kwargs in loss calculation are different defects." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs in loss computation does not match a RoFormer attention-interface implementation issue." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "These concern different subsystems: segmentation loss handling versus tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling and RoFormer attention interface are unrelated model bugs." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former loss/ignore-value issue is not the same as a quantization-operation typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config typing and a quantization typo are different kinds of fixes with no shared code path." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss calculation and an incorrect type hint in ModernBERTConfig are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4 normalization semantics is not the same as a ModernBERT type-hint bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "These are separate issues: Mask2Former ignore_value usage versus ModernBERT norm_eps typing." + } + ] + }, + "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": 27, + "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": "c65dc1d4137a41743756baf3779b0efb803692670b7744e1f6ff890f9c3cfac1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. No duplicate cluster is present.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the topics are distinct and do not describe the same underlying bug or feature.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #10519 is the most concrete and narrowly scoped, but it is not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Truncation-from-beginning for tokenization and Wav2Vec2 word offsets are unrelated features with different code paths and goals." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation behavior and ReduceLROnPlateau-like scheduler functionality are unrelated requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A learning-rate scheduler feature request and Wav2Vec2 alignment offsets are different problems and 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": "issue", + "component_index": 3, + "component_count": 27, + "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": "fbb005985a132d1dc30f62f70d48bad74f24b5c9b57c006d22113d6407d6eae7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not appear to be duplicates of one another. One is about Tapas tokenization differing from TensorFlow code, one is about the error message when downloading a private model without login, and one is a generic inability to load bert-base-uncased.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 16618 is the broadest model-loading report, but the cluster is heterogeneous and does not form a clear duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the best representative only because it is the most general of the three, not because it clearly matches the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different problem from a bert-base-uncased model load failure; no clear same code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One issue is specifically about private-model auth/error messaging, while the other is a generic model load failure for a public model; they do not look like the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 27, + "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": "8b152bd6b98184ab1ee41d409e76ceae9d4a3b0d1da8a4d4846e52943afe7257", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts are open community-contribution feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are related only at a broad subsystem level and are not the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; both are standalone feature requests for different architectures/features, so there is no single canonical issue in this pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and different implementation targets (Flash Attention 2 vs GGUF); only superficial similarity as community contribution requests." + } + ] + }, + "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": 27, + "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": "78e0f3a1b976f7759bede5e5d2309ff762e13a994362ceb540be89ae67881364", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of distinct docs-translation requests by language, plus a small duplicate subgroup of near-identical placeholder/garbled issues. I would not treat the whole cluster as one duplicate chain.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request (Turkish vs placeholder template); same docs-translation theme only." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; no evidence they are the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder issue; not the same change." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language request (Turkish vs Romanian)." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language request (Turkish vs Spanish)." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request vs placeholder template; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests (Spanish vs Romanian)." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request vs placeholder template; different issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder template; not same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request vs placeholder template; different task." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs generic placeholder issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/subject text; no clear shared underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/subject text; no clear shared underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder translation issue; titles/bodies appear effectively identical." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder translation issue; near-identical content." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "High body similarity, but titles differ substantially and no evidence of the same concrete issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "High similarity only at template level; not enough to confirm same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; looks like a separate malformed request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder translation issue; effectively identical duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template similarity only; titles differ and underlying request is unclear." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity only; insufficient evidence of the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different malformed text; not clearly the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template similarity only; titles do not match and no explicit linkage." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity only; not enough to call these duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different malformed text; no confident duplicate relationship." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same garbled title and near-identical content; clear duplicate pair." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Similar garbled text, but not enough evidence they are the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Similar garbled text only; titles/content are not clearly the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it separates the language-specific docs-translation issues from the smaller duplicate-looking template/garbled subgroup without claiming the whole cluster is one chain. The accepted soft-edge pairs are limited to very high-similarity/template-identical or exact-title duplicates, which is reasonable here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "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-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|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": "b0668da7490d17616c3620e0fcb35003252145517f3c273ffadd43797200a190", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28619, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28619, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated model-request issues, mostly about adding support for different ML models or architecture variants. There is no strong duplicate group; all soft edges should be rejected under strict triage.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate canonical exists here; if forced, issue 42738 is the broadest umbrella request ('BERT-like models with RoPE') among otherwise specific model-addition issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42738 is the most general and reusable request in the set, but it still does not duplicate the other model-specific asks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint-related, but RoMa matcher and LoMa detector/matcher are different model requests with different scope." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matching and MiniCPM3 architecture are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are separate model requests with no shared code-path change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models and different integration work." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config support and XiaoMi MiMo are distinct model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate detection models, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different domains and different model integrations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR object detection and OpenAI weight-sparse transformer support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model additions with no shared fix." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparsity/circuitgpt are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model integrations, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model add requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are different tasks and code paths." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are distinct model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 42738 is a broader RoPE-related request, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and XiaoMi MiMo are different requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and a user-named issue are not the same model integration." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated models." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are separate model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and a personal-name issue are not the same underlying request." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different modalities and separate changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different models, not one fix." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models/tasks." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request are distinct." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model integrations." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink support are unrelated changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language models, not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and a personal-name issue are not the same request." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a personal-name issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "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": "a31616c677c3c5e609dd8407fe5cc45f43cde4537f0f78ed9b2b86f43dd0fc6e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "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. They do not describe the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the better canonical representative because it is the substantive code-related task in the cluster, whereas #38740 is a closed docs request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the strongest standalone issue since it names a concrete implementation refactor in a specific model area and is more likely to anchor related work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: the artifacts concern different things entirely\u2014documentation for an optimization framework versus a Vision RoPE refactor\u2014with no shared files, targets, or concrete code-path overlap." + } + ] + }, + "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": 27, + "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": "838107a07245505430176417a7a482f88c9d147af774ac2143e653b64ec897c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one asks for \"Set Block Decoding,\" while the other requests \"DeepSeek v3.2 support.\" There is no duplicate relationship here.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #43037 is the more concrete and actionable request; #41084 is too terse and appears to describe a different feature area.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the strongest standalone issue because it names a specific external model support request and is easier to route/triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying topics: block decoding vs model/version support. The titles and available metadata do not indicate the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "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": "7f630f1206c37bc723b7b83c893a57cfe9dde9c20ea5e9b76df36a78208cf412", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different feature requests in different model components: FLCE flag support in `from_pretrained()` versus integrating TiledMLP for lower memory usage. They do not look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a cluster representative, issue #41306 is more specific and clearly scoped around a single API flag.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the better representative because it names a concrete integration point (`from_pretrained()`) and a specific mechanism (TiledFusedLogitsLoss / FLCE), making it easier to track.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes: one is about exposing a loss flag in model loading, the other is about adding TiledMLP for memory reduction. No shared code path or same underlying defect is evident." + } + ] + }, + "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": 27, + "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": "e07e9b50bb966d52a6560ee1d023695a0d8527c0b49bfd2e62c80a712e118905", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the reports target different Trainer behaviors and do not describe the same bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "If an anchor is needed, #43598 is the broader API/customizability request, but it is still not a duplicate of #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: #43598 is about `remove_unused_column` customizability, while #43600 is about FLOPS estimation for custom trainers. They do not appear to fix the same code-path issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "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": "9f4468c0ebc8ca0f5b437b886dd8c394c583d732f8ca650939a581565618c035", + "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": "The two issues are about different Qwen variants and different AutoModel entry points: Qwen3-Omni model registration vs Qwen3.5 sequence-classification support. They do not look like the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue must be chosen, 43684 is the broader umbrella request for Qwen3-Omni registration, but it is not a duplicate of 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the more general model-registration request and is the better representative of the pair, while 44405 is a distinct AutoModelForSequenceClassification support issue for a different config.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different capabilities: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. 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": 12, + "component_count": 27, + "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": "fc9078122765600bd9d8eae3d524018ca0adee99d1a3c385c354c61f8cb9fd8e", + "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": "Issues #43845, #43846, and #43859 all share the same vague title \"huggingface\" and appear to be likely duplicate or near-duplicate reports; #43835 has a different title and looks separate.", + "confidence": 0.66, + "canonical_issue_reason": "#43845 is the earliest of the likely duplicate \"huggingface\" reports, so it is the best representative for that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the strongest issue representative because it is the earliest of the similar \"huggingface\" reports and there is no visible detail distinguishing it from the later ones.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete details beyond weak soft similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No concrete indication that \"Fett\" is the same issue as the \"huggingface\" reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title and no visible distinguishing details; these likely refer to the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same vague title and no distinguishing detail visible, so these likely duplicate each other." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and only soft similarity evidence; they may be duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster choice is plausible, but the soft-edge reasoning is a bit too strong for the evidence in the packet. In particular, the 43846\u201343859 edge says they have the \"same level of detail,\" but the packet shows different body lengths and no body text, so that claim is not grounded. More conservative wording would be that these issues share the same title and soft similarity, so they may be duplicates. The summary should also stay slightly softer rather than stating they are duplicates outright." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "6e81a1fbddfa96e7cdb4e5f8b589ae62e842e3a6148068d02eb4a01642c07e4e", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not true duplicates; they read as unrelated spam/generic issue posts with no concrete shared bug or change target. None should be clustered as the same underlying report.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders with no actionable content; no shared bug, component, or target code path." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders with no evidence of the same underlying issue or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a generic documentation suggestion; they do not describe the same problem or change." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a community benchmark tip; unrelated content and no common fix." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a named-topic post; no concrete overlap in bug/change intent." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation suggestion versus spam placeholder; no shared actionable problem." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they refer to the same underlying report or fix." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; unrelated topics with no common code path." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a named-topic issue; not the same bug or change request." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; no basis to treat as duplicates." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a named-topic issue; unrelated content and no shared fix." + } + ] + }, + "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": 27, + "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": "b2f0afa0a68d80f24a7e875cee5b863067cd4ec3ef69605fc594e27431eb4109", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have identical titles and similar metadata, but the packet does not expose body content or explicit linkage, so I\u2019d treat them as highly similar rather than confirmed duplicates. #45145 remains the better canonical record because it is earlier and has an inbound reference.", + "confidence": 0.78, + "canonical_issue_reason": "#45145 is earlier and has one inbound reference, so it is the better canonical candidate among these two similar issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the canonical record because it predates #45151 and already has linkage from elsewhere.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and close metadata are suggestive, but without body text or explicit cross-links the packet does not justify asserting they are the same underlying issue or an exact duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-choice rationale is grounded (45145 is earlier and has one inbound reference), but the duplicate/soft-edge verdict is too strong for the packet. We only see identical titles, similar body lengths, and a soft-similarity signal; we do not have body content or explicit linkage to justify stating they are the same underlying issue or an exact duplicate. Please soften this to a cautious similarity-based assessment or reject the edge." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "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": 27, + "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": "bd8f8625017c8ba9840f85b1a29c4c3d10ce3700fbd3f23ea3a492a632f17517", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are empty, unrelated name/date entries and do not appear to describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles are distinct personal-name/date placeholders with no body, references, or shared problem context.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a suitable canonical representative; there is no evidence they are duplicates or part of the same report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles refer to different people and different dates, with no supporting text or linkage indicating 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": 17, + "component_count": 27, + "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": "ed93814b8f91bee8f105af8e3da5a0302db1492a4ee3ae9fc9b92678185c2989", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated closed issues with different personal-name titles and no shared evidence of the same bug or request. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates; no indication they describe the same underlying problem or request." + } + ] + }, + "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": 27, + "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": "cc0633d687d0904da108d93e19ebc54e49a8edcd044fbaff89f4be0361a9c741", + "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 unrelated: one requests a new Qwen3_5 token-classification/value-model feature, while the other asks for FP8 training support. They do not describe the same underlying bug or change, so the soft match should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and no shared concrete code-path or target; one is model-class support, the other is training precision support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "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": "7428c484b8d184f093e7c62bc0544c79108d7c981dc09497ed61f03f2b44779b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two strong duplicate-like issue pairs: 45870/45871 and 45872/45873. Their titles and body lengths match exactly, and the soft-similarity is very high, but the packet does not include body text, so they should be treated as likely duplicates rather than proven exact duplicates. Issue 45869 is finance-related but clearly a different request.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best representative of the duplicated 'Example: Financial time series prediction with DataForge' pair because it is the earliest of the two matching issues and has the clearest self-contained title.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue representative in this packet: it is part of a strong duplicate pair, appears earliest, and is more specific than the broad finance dataset promo issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact and ask: a financial dataset bundle promotion versus a DataForge example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad finance theme, but the concrete request is different from the DataForge example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title, identical body length, and very high soft similarity; likely the same reported issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Shared finance/DataForge wording only; the concrete request is different ('prediction example' vs 'scraping service')." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Shared finance/DataForge wording only; these describe different underlying requests." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related broad domain, but the concrete issue content appears different." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related broad domain, but the concrete issue content appears different." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title, identical body length, and very high soft similarity; likely the same reported issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise calls are mostly conservative, but the summary overstates the evidence by calling 45870/45871 and 45872/45873 \"exact duplicate\" pairs. The packet only shows identical titles, identical body lengths, and high soft-similarity; it does not provide the body text needed to confirm exact duplication. A safer summary would say these are likely duplicates or strong matches. The 45869 distinction looks grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "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": "7707c1c0502fc6af6c66d9d6373f0b961141a6b9a669f5f1a393b35f2137ae2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look related to static-cache / linear-attention failures, but they describe different failure modes: one is a shape corruption leading to `RuntimeError`, the other is a `KeyError` for `linear_attention` in Qwen3.5. I would not merge them as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 46439 is the more general, diagnostic report: it names the static-cache `early_initialization` path and the concrete shape corruption in linear-attention layers, which reads like the underlying bug description.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best standalone issue because it states the mechanism and the observed bad shapes/runtime failure more clearly than the Qwen3.5-specific crash report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related symptoms in the same area, but not clearly the same underlying bug. One is a shape corruption / `RuntimeError`, the other is a missing `linear_attention` key causing a `KeyError`; that is too different for duplicate triage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "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": "6125ce8342f1befc021bacd72853b0cad7460b9ec5bec5f6a22c3c121d07d2af", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are highly likely duplicates: they have identical titles, identical body lengths, and strong soft-similarity. The open issue is the better canonical thread, but the available data does not let us prove the bodies are fully identical.", + "confidence": 0.96, + "canonical_issue_reason": "issue #46552 is open, has inbound references, and matches the other report exactly by title and body length, so it is the best representative thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #46552 is the best single issue to keep because it is open and appears to be the active report for the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Highly likely duplicate reports: identical titles, identical body lengths, and strong soft-similarity. The bodies are not shown, so this is a conservative duplicate call rather than a claim of perfect identity." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is plausible, but the summary overstates the evidence. The packet shows identical titles, identical body lengths, and strong soft-similarity, but it does not expose the issue bodies, so saying they are \"exact duplicates\" and that there are \"no conflicting details\" is too strong. Please downgrade to conservative wording such as \"highly likely duplicates\" or \"same bug report by title/similarity.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "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": "aa45362ed3578e10d1ee4e307f9e2f173383ca9bf1cc6e918e5a11cdb61d5eea", + "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": "The two issues do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory condition after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46657 is the more concrete, code-path-specific bug report (tensor size mismatch); #46692 is a separate training resource issue and does not subsume it.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the strongest representative issue for this cluster because it is more specific and actionable, but it should not be treated as the same problem as #46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: shape mismatch versus OOM after epochs. Shared training context 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": 23, + "component_count": 27, + "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": "34b89f41f35909168644598bf71f912f5248ac864d099b61139d0c0edf59ca7b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning failure causing OOM during multi-GPU load, the other is a 4-bit device_map/max_memory dispatch bug that incorrectly sends modules to CPU and raises ValueError.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more specific and actionable bug report, with a clear model/component boundary and a concrete failure mode (composite submodule not partitioned under ZeRO-3 leading to OOM).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best representative because it describes a distinct, well-scoped loading/partitioning failure with direct runtime impact and clearer bug localization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs and code paths: ZeRO-3 zero.Init partitioning/OOM vs 4-bit device_map='auto' + max_memory CPU dispatch/ValueError. They are only loosely similar as model-loading failures." + } + ] + }, + "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": 27, + "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-46906-13", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47102|issue:47120", + "issue:47053|issue:47120", + "issue:47049|issue:47120", + "issue:46998|issue:47120", + "issue:47102|issue:47182", + "issue:47053|issue:47182", + "issue:47037|issue:47182", + "issue:47091|issue:47182" + ], + "prepared_review_unit_hash": "003815c924f7f34b667487d535d25cd4468c4c26b9d0a4aa852c3cdcc00753f7", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 22742, + "estimated_input_tokens": 5686, + "estimated_eval_tokens": 11628 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 22742, + "estimated_input_tokens": 5686, + "estimated_eval_tokens": 11628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are daily [serge] integration-failure triage issues with the same template title but different dates and likely different failure runs, so they should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "If a representative is needed, issue 47182 is the most recent open triage thread, but it should not be treated as a duplicate canonical for the earlier dated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47182 is the best single representative because it is the latest active triage issue and likely the current coordination point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different dates imply separate integration-failure runs, not the same underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Different daily triage instances; no evidence they describe the same concrete failure." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These are dated triage reports for different days, so they should remain separate issues." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same broad topic, but each issue appears to cover a distinct day\u2019s integration failure triage." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Title similarity alone is not enough; these look like separate daily triage reports." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Different dates and likely different CI runs; not enough evidence of one underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "These are consecutive triage threads, not the same failure report." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "The matching template hides likely per-day differences; do not merge." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "Separate dated triage issues; same subsystem mention does not indicate a duplicate." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different daily triage reports, so they are not the same issue." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "No concrete shared failure is shown beyond the template title." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "These appear to be distinct day-by-day integration triage entries." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Different dates indicate distinct triage artifacts, not one bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same recurring triage pattern, but no evidence of the same underlying failure." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "These are separate daily reports, not mergeable duplicates." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "The shared title format is generic; the dated entries should stay separate." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Different triage days; no sign of one concrete bug spanning both." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "These look like successive integration-failure triage issues, not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "No shared failure details are available, only a repeated triage template." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different dates and likely different failing test instances; reject duplication." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Separate daily triage entries, not the same concrete issue." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "The titles match only at a template level; these are distinct reports." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "These are different dated triage issues for the same broad area, but not the same bug." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "No evidence that the integration failure described is identical across days." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring triage series, but each issue is a separate daily record." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different day, different triage thread; do not collapse them." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "These are separate integration-failure triage instances, not one underlying bug." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "The date-specific triage reports should remain distinct." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Different dates and no concrete shared failure evidence." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same template, but separate daily integration-failure reports." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "The entries are date-partitioned triage issues, not duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No indication these report the same underlying failure." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different days, different triage artifacts; reject." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "They look like independent daily failure triage issues." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Even though the content likely follows the same template, these are distinct dated triage issues." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Separate daily integration-failure reports rather than one bug." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "No evidence of the same concrete failure across these dates." + }, + { + "left": "issue:47049", + "right": "issue:47120", + "accept": false, + "reason": "These are recurring triage threads, but not the same underlying issue." + }, + { + "left": "issue:46998", + "right": "issue:47120", + "accept": false, + "reason": "Date-specific triage entries should not be merged." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "These are sequential daily triage issues, not duplicates." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Same broad subsystem, but no proof of the same failure." + }, + { + "left": "issue:47037", + "right": "issue:47182", + "accept": false, + "reason": "Generic title similarity is insufficient to treat these as the same issue." + }, + { + "left": "issue:47091", + "right": "issue:47182", + "accept": false, + "reason": "Different dated triage runs; do not accept as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "68ceda5e60b03b7453007423a7e8055395152c4cae09a81a7029a9a037efedfa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and strong soft-similarity signals, so they are reasonable to cluster together; #46983 is the best representative issue, but the evidence supports this conservatively rather than definitively.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #46983 is a good canonical choice because it is the earlier of two issues with the same title and a strong similarity signal, making it a reasonable representative for the RWKV7 support request.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is the best issue for the cluster because it was created slightly earlier and is as representative as #46984 for this same-looking RWKV7 model support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Accept: the issues share the exact title and the packet shows a strong similarity signal, so they plausibly describe the same feature request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is plausible, but the writeup is a bit too strong for the evidence in the packet. The packet supports identical titles and a soft similarity signal, but it does not directly prove the issues are 'near-identical' in content or that they are definitively the same underlying request. The confidence (0.98) and phrasing like 'exact title match' plus 'near-identical reports' should be softened to stay conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "998a60be9616ce64b1416f7fee384c0d215fda9dce6a79c12b469ce8a61c3709", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not read like the same underlying bug or change. They appear to be separate submissions about related concepts, so the soft duplicate link should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #47015 is the broader, more general framing of AI-driven vulnerability discovery and has the larger body, so it is the better representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47015 is the best single issue to represent this cluster because it is the most general umbrella description of the topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "High topical overlap, but both are broad article-like issue titles about AI-assisted vulnerability discovery rather than the same concrete bug/report. No shared targets or filenames, and nothing indicates one is a duplicate of the other." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "f439a08eafbad24951205d97857e97576a0100fc35c25b1026def9f48238176e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open issues are duplicates with identical titles and bodies. I\u2019d avoid claiming a true canonical issue from timing alone; if one must be picked as the representative, issue:47139 is safer because it already has inbound references.", + "confidence": 0.95, + "canonical_issue_reason": "No strong canonical signal from the packet; both issues are identical duplicates, and the 25-second creation gap alone is not enough to assert issue:47138 as canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47139 is the better single issue to keep because it has inbound references and serves as the more visible duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and same reported bug; this is a straightforward duplicate-issue pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-issue conclusion is grounded, but the canonical choice is not conservative enough. The packet shows both issues are identical, yet issue:47139\u2014not 47138\u2014has the inbound references, so saying 47138 is the likely original/canonical issue overstates the evidence. A safer summary would note they are duplicates and avoid asserting a canonical issue based only on the 25-second creation difference." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-49", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46848", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47093", + "pull_request:47096", + "pull_request:47108", + "pull_request:47113", + "pull_request:47142", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47175", + "pull_request:47178", + "pull_request:47179", + "pull_request:47180", + "pull_request:47181", + "pull_request:47184", + "pull_request:47198", + "pull_request:47200", + "pull_request:47201", + "pull_request:47202", + "pull_request:47204" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:47200", + "pull_request:46903|pull_request:46958", + "pull_request:46954|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47072|pull_request:47089", + "pull_request:47201|pull_request:47202", + "pull_request:47202|pull_request:47204", + "pull_request:47077|pull_request:47078", + "pull_request:47108|pull_request:47202", + "pull_request:46848|pull_request:47180", + "pull_request:47173|pull_request:47184", + "pull_request:46266|pull_request:46957", + "pull_request:47166|pull_request:47173", + "pull_request:44517|pull_request:47082", + "pull_request:47035|pull_request:47202", + "pull_request:47034|pull_request:47035", + "pull_request:46912|pull_request:47179", + "pull_request:47163|pull_request:47173", + "pull_request:46995|pull_request:47163", + "pull_request:46376|pull_request:47202", + "pull_request:46395|pull_request:47181", + "pull_request:47180|pull_request:47201", + "pull_request:47069|pull_request:47089", + "pull_request:47003|pull_request:47204", + "pull_request:46196|pull_request:46995", + "pull_request:46376|pull_request:46995", + "pull_request:47089|pull_request:47113", + "pull_request:46912|pull_request:47173", + "pull_request:46995|pull_request:47181", + "pull_request:46995|pull_request:47143", + "pull_request:47035|pull_request:47201", + "pull_request:47082|pull_request:47108", + "pull_request:46196|pull_request:47179", + "pull_request:46267|pull_request:47181", + "pull_request:47093|pull_request:47181", + "pull_request:44517|pull_request:46376", + "pull_request:47093|pull_request:47143", + "pull_request:47175|pull_request:47179", + "pull_request:47093|pull_request:47163", + "pull_request:46376|pull_request:47201", + "pull_request:47163|pull_request:47179", + "pull_request:47180|pull_request:47204", + "pull_request:46912|pull_request:47078", + "pull_request:46836|pull_request:47178", + "pull_request:47108|pull_request:47204", + "pull_request:47142|pull_request:47173", + "pull_request:47082|pull_request:47181", + "pull_request:46912|pull_request:47082", + "pull_request:47082|pull_request:47175", + "pull_request:47035|pull_request:47089", + "pull_request:47035|pull_request:47198", + "pull_request:47179|pull_request:47181", + "pull_request:47035|pull_request:47204", + "pull_request:46196|pull_request:46376", + "pull_request:46266|pull_request:46376", + "pull_request:47035|pull_request:47069", + "pull_request:47035|pull_request:47113", + "pull_request:47069|pull_request:47113", + "pull_request:46266|pull_request:47034", + "pull_request:47034|pull_request:47108", + "pull_request:46957|pull_request:47108", + "pull_request:46376|pull_request:47077", + "pull_request:47069|pull_request:47082", + "pull_request:46912|pull_request:47077", + "pull_request:47003|pull_request:47178", + "pull_request:43451|pull_request:47078", + "pull_request:47078|pull_request:47096", + "pull_request:47003|pull_request:47078", + "pull_request:47113|pull_request:47175", + "pull_request:43451|pull_request:46266", + "pull_request:46266|pull_request:47096" + ], + "prepared_review_unit_hash": "d51b35160d4bc51d216bf5a20b81c9a8c63eafcf0923682974c05d9db7200921", + "component_budget": { + "node_count": 49, + "item_count": 49, + "soft_pair_count": 149, + "serialized_chars": 179008, + "estimated_input_tokens": 44752, + "estimated_eval_tokens": 89760 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 72, + "serialized_chars": 131130, + "estimated_input_tokens": 32783, + "estimated_eval_tokens": 65822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated PRs, but there is a clear duplicate subcluster around CohereASR training-loss double-shift fixes. The CohereASR PRs all touch the same loss path and are plausible consolidation candidates; the rest are mostly same-subsystem but different changes (docs, tests, exporter infra, new models) and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the cleanest representative of the only true duplicate subcluster: it directly fixes the CohereASR training-loss double-shift bug, has an explicit issue target, and stays narrowly focused on the affected loss code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best global representative because it is the most focused, clearly scoped fix for the shared CohereASR bug and is easier to consolidate against than the broader multi-model variant in 46903.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same forward loss path; the later PR is just a refinement of the same fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47200", + "accept": true, + "reason": "Both PRs fix the same CohereASR label-shift loss bug in the same code path, with only the implementation style differing." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift problem; both modify the same loss computation and are mergeable into one fix." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Unrelated fixes: Pytest-v9 fp32-module handling in GLM-ASR vs CohereASR loss shifting." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different models and bugs: CohereASR loss shifting vs a Musicgen generate typo." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Different concerns: chat-template JSON schema enum parsing vs AqlmConfig error-message text." + }, + { + "left": "pull_request:47201", + "right": "pull_request:47202", + "accept": false, + "reason": "Both are exporter/docker-related, but one changes ExecuTorch test backend setup and the other removes an old CI docker-image builder; not the same code-path bug/change." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Related to CPU exporter test environment, but one deletes a CI docker workflow while the other adds ONNX/ExecuTorch deps to torch-light; not the same concrete change." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but they are different documentation changes and not the same underlying change." + }, + { + "left": "pull_request:46848", + "right": "pull_request:47180", + "accept": false, + "reason": "Different bugs in different models: msa_attention device mismatch vs Bark semantic offload mismatch." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are test expectation updates, but for different models and different accelerator support changes." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different scope: DINOv2 modern-standard checkpoint conversion work vs finegrained FP8 generation optimization." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Different test areas: quantization output expectations vs XPU expectation fixes across vision/VL models." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Different model additions: Qwen3-TTS vs RoMa keypoint matcher; same auto-registration patterns are not enough to merge them." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47202", + "accept": false, + "reason": "Torch-compile backend default for Neuron is unrelated to docker/ExecuTorch test-image changes." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Related to Neuron tooling, but one is a training script and the other is a torch-compile default; not the same underlying fix." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "Both touch model math/tests, but they are different models and different issues (RoPE tests vs Granite SWA model support)." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Different test files and different accelerator-targeted expectation updates." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Import-availability change for flash linear attention is unrelated to paged-attention XPU tests." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support is unrelated to docker/ExecuTorch test-image cleanup." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Both are new model support PRs, but for different architectures and unrelated implementations." + }, + { + "left": "pull_request:47180", + "right": "pull_request:47201", + "accept": false, + "reason": "Bark offload fix vs ExecuTorch exporter test backend setup are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Configuration property typing change vs AqlmConfig error-message wording; not the same bug." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter work is much broader than adding ONNX/ExecuTorch deps to torch-light; not the same concrete change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-family audio models is unrelated to flash-linear-attention availability detection." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support and flash-linear-attention availability are different features with no shared code-path bug." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "Quantization config error-message cleanup vs backend-requirement decorators for audio processors; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE test expansion and XPU expectation fixes are both testing-oriented, but they target different model families and problems." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Feature availability predicate vs new Cosmos3 Edge model support; different parts of the stack." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "Availability check utility vs NeuCodec model addition are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47089", + "accept": false, + "reason": "Neuron compile backend default and AqlmConfig error messages are unrelated changes." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47181", + "accept": false, + "reason": "RoMa keypoint matcher support and Cosmos3 Edge model support are separate model additions." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47113", + "accept": false, + "reason": "Neuron compile backend default and audio backend requirement decorators are different infra changes." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "Return-type typing for num_labels vs backend requirement annotations; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "DINO conversion/standards work is unrelated to Neuron SFT training scripts." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47108", + "accept": false, + "reason": "Neuron training setup and doc-builder pin comment cleanup are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47078", + "accept": false, + "reason": "OpenVINO exporter feature work and Japanese doc wording updates are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47175", + "accept": false, + "reason": "RoMa model support and Olmo3 CI expectation tweaks are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "Config property typing and RoMa model registration are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE test coverage and RoMa model support are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47175", + "accept": false, + "reason": "Different areas: model registration vs CI expectation updates." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47201", + "accept": false, + "reason": "Neuron compile backend default and ExecuTorch exporter test image changes are separate infra concerns." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47181", + "accept": false, + "reason": "Two different model-support PRs with no shared bug or implementation." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47204", + "accept": false, + "reason": "Neuron compile backend default vs docker dependency additions for exporter tests are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46376", + "accept": false, + "reason": "Audio SDPA dispatch support and continuous batching multimodal support are different features." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46376", + "accept": false, + "reason": "DINO conversion/modernization and continuous batching multimodal support are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47069", + "accept": false, + "reason": "Different changes in different files: Neuron compile backend vs config property typing." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47113", + "accept": false, + "reason": "Neuron compile backend default and audio processor backend requirements are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "Property return-type typing and backend requirement decorators are different fixes." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "Different areas: model conversion/modernization vs Neuron SFT scripts." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47108", + "accept": false, + "reason": "Training-script work for Neuron does not match a docs-builder comment cleanup." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47108", + "accept": false, + "reason": "FP8 decode optimization and doc-builder pin comment cleanup are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47077", + "accept": false, + "reason": "Continuous batching work and Japanese docs translation are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47077", + "accept": false, + "reason": "RoPE test updates and Japanese documentation translation are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "OpenVINO exporter support and SigLIP path fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Molmo2 model addition and Japanese wording/doc updates are unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47096", + "accept": false, + "reason": "Japanese docs wording changes and exportable Kimi model support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47078", + "accept": false, + "reason": "OpenVINO exporter feature work and Japanese docs wording changes are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Audio backend requirement decorators and Olmo3 CI expectation updates are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 model addition and DINO conversion mapping changes are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47096", + 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shared docs/auto-mapping files are incidental." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model support and OLMo3 CI test updates are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability changes and OLMo3 CI test updates are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47175", + "accept": false, + "reason": "OpenVINO exporter support and OLMo3 CI test updates are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 and Step3.7 Flash are different model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are unrelated model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 support and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter integration and Kimi exportability fixes do not target the same concrete code path." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47180", + "accept": false, + "reason": "OpenVINO exporter support and Bark device-offload fix are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47166", + "accept": false, + "reason": "OpenVINO exporter work and quantization test updates are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47184", + "accept": false, + "reason": "OpenVINO exporter support and accelerator-specific test renames are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 and Cosmos3 Edge are separate model additions." + } + ] + }, + "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": 33, + "review_unit_index": 3, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-49", + "nodes": [ + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47180" + ], + "soft_pairs": [ + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47003|pull_request:47163", + "pull_request:47143|pull_request:47180" + ], + "prepared_review_unit_hash": "4404dfbe70739110c7eb4829a2a500eeadfe400b5a40e8f330ef3168be0dc4d1", + "component_budget": { + "node_count": 49, + "item_count": 49, + "soft_pair_count": 149, + "serialized_chars": 179008, + "estimated_input_tokens": 44752, + "estimated_eval_tokens": 89760 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 13155, + "estimated_input_tokens": 3289, + "estimated_eval_tokens": 6834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are not duplicates: they cover unrelated work across exporting, a new model, test coverage, and a Bark offload bug fix. The high similarity scores appear to come from generic Hugging Face/transformers change patterns rather than the same underlying code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for this cluster; the items target different subsystems and different change intents, so there is no single underlying change to deduplicate around.", + "best_issue_reason": null, + "best_pr_reason": "If one must be picked as the most substantial representative, PR 47143 (NeuCodec) is the broadest self-contained feature addition, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Different features in different areas: Kimi exportability vs. adding a new NeuCodec model. They do not fix the same code path or belong in one merged PR." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter integration and NeuCodec model support are unrelated changes with different filenames, APIs, and goals." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Exportability work for Kimi and XPU paged-attention test coverage are unrelated; one changes exporter/model code, the other only test scaffolding." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47163", + "accept": false, + "reason": "OpenVINO exporter support and XPU test additions are different concerns and do not address the same bug or feature." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47180", + "accept": false, + "reason": "NeuCodec support and a Bark CPU offload/device-mismatch fix are separate model-specific changes with no shared 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": 2, + "component_count": 33, + "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": "482fa42929c5620f1c483bebb22673402d7c3abba1a10fcb46f83cb85eb01ede", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial and should not be merged as a duplicate.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: they change different model families, different code paths, and different feature sets, so neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication: this cluster does not represent one underlying change, but two separate feature additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification are different features with different affected files and code paths; they are 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": 3, + "component_count": 33, + "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": 33, + "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-41855-12", + "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" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "05b85adb8e39d13ec19838782f747e9ce91c761947b3d3e78992e40ca0c197ea", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft-duplicate pair is real: the two `fixed_cross_entropy` PRs (#43251 and #43254). The rest are false positives that merely share broad themes like model additions, processor plumbing, or test/refactor work.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the better canonical representative for the `fixed_cross_entropy` fix: it has the fuller implementation, explicit link to issue #43240, and stronger discussion/review history. PR #43254 is the same underlying change but a thinner variant.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best standalone PR to represent the duplicate cluster around passing supported kwargs through `fixed_cross_entropy` to `nn.functional.cross_entropy`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated changes: Mistral tokenizer API additions vs an ExecuTorch dynamic-shape test. Same test-heavy or infra-adjacent flavor, but not the same bug or code path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods vs adding a new MobileLLM model. No shared underlying defect or implementation target." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes vs a new model integration. Both touch model plumbing, but they are different features." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs forwarding vs adding MobileLLM. Completely different subsystems and goals." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs forwarding and Mistral4 test fixes are unrelated; same broad category of bug-fixing, but not the same code-path problem." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export test vs Mistral4 test/model work. Shared word 'test' only, no common underlying change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export test coverage is unrelated to MobileLLM model scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support vs fixing `cls.config` resolution order in `modeling_utils.py`. Different code paths and problem statements." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-collection refactor; no common bug or mergeable combined fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs an AI skill/documentation PR. Not the same technical change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output interface refactor and Mistral4 test fixes are different model internals with no single shared defect." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes vs a CLIP-family `layrnorm` typo fix. Same broad ML library area only; the concrete bugs are different." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes vs adding a TDT loss kernel. Different model families and code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4-specific work vs a metaclass/config-resolution fix in `modeling_utils.py`. No shared underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes vs a model-creation skill/doc PR. Not a technical duplicate." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs a model-creation skill PR. The latter is tooling/docs, not the same model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs implement the same fix: allow supported kwargs such as `weight` and `label_smoothing` to flow into `nn.functional.cross_entropy` via `fixed_cross_entropy`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet. The canonical choice for the `fixed_cross_entropy` fix is well-supported by the explicit issue link, shared target, and stronger review history. The only accepted soft pair, #43251/#43254, is clearly the same change. The other pair rejections are conservative and appropriately avoid overstating similarity from broad thematic overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "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": "3fbc13f01397aa370affeb9bbc7b48c3dd7592cd7fc0857b39d9c80fef58bc2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate GitHub Actions maintenance PRs: one upgrades checkout/cache/upload-artifact for Node 24 compatibility, the other bumps docker/build-push-action to v6. They overlap in workflow files but do not fix the same underlying problem.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader workflow-actions compatibility upgrade and touches multiple core actions rather than a single action bump.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster because it clearly targets the widespread GitHub Actions version compatibility update across several workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency refreshes, but they upgrade different actions for different purposes: Node 24 compatibility versus docker/build-push-action v6. Shared workflow filenames alone are not enough to treat them as the same 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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "7ad7d502cc52063efde0920dcc8361c8452c00baf07ec3b7d4ffca51b71958f2", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition efforts for different architectures (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They share boilerplate registration/doc/auto-mapping changes, but not the same underlying code-path fix or feature, so they should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, #46562 is the strongest cluster member: it has the broadest model integration footprint and the highest review activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Both add different models; overlap is only in shared transformer boilerplate like docs and auto registration, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with different implementations and integration points; shared files are generic model-registration plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model families; similar filenames reflect standard template work, not one concrete merged fix." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are separate model additions touching different model code paths; shared auto-mapping/docs updates are too broad to treat 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": 7, + "component_count": 33, + "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": "38fa13cc559536abcc294023d54e9e69722a4b7806d03725f0281d75e6d612aa", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19590, + "estimated_input_tokens": 4898, + "estimated_eval_tokens": 10052 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19590, + "estimated_input_tokens": 4898, + "estimated_eval_tokens": 10052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that only share broad test/fix language. The only likely duplicate pair is the two YOLOS fixes, which both patch the same forward-path device mismatch and the same model split metadata in the same file.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the better canonical PR because it contains the concrete YOLOS forward fix plus the `_no_split_modules` update in one patch, making it the more complete representation of the underlying bug.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the best overall PR candidate: it directly targets the YOLOS device mismatch, includes the model-parallel split safeguard, and is the most complete patch for that specific change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are tiny test-only PRs, but they target different models and different test failures; no shared underlying code-path bug/change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test cleanup vs FP8 dequant fix; unrelated subsystems and fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tests vs generation watermarking/config handling; not the same bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test fix vs YOLOS runtime/device fix; unrelated code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Injected failing tests for CLIP/ViT vs Phimoe CI integration fix; same broad area of tests, but not the same concrete issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different models and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test-only PR vs generation watermarking/config fix; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Test-only PR vs YOLOS runtime/device fix; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequant logic vs CI CPU-memory/device-map test infrastructure; different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 kernel/quantizer fix vs generation watermarking validation fix; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequant fix vs YOLOS device mismatch fix; different models and code paths." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation fix vs Phimoe integration test/CI environment fix; not the same change." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation-watermarking/config fix vs YOLOS device mismatch fix; unrelated." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory/device-map workaround vs YOLOS model runtime fix; same testing context at most, but not the same concrete bug." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch path in `modeling_yolos.py` and both add the same `_no_split_modules` safeguard; `46922` is effectively a broader version of `46886`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only supported duplicate/mergeable pair is the YOLOS pair, which shares the same file, the same issue target, and overlapping fix scope. The other pair rejections do not overclaim shared bugs. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "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": "79305fa6068bcea627e7b9da5b5f217aae9e3fe08970ce713682aa54771d7db7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open \"don't merge\" PRs, but they target different code paths: setup/versioning and a Vit test hook, self-comment CI workflow behavior, and a security-gate workflow trigger change. They look superficially similar because of the repo-bot/test framing, but they are not the same underlying fix/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out here; if one PR must be chosen as the cluster representative, PR #43532 is the most descriptive because it spans the largest set of workflow/test changes and has the strongest context, but it is not actually the same change as the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the best representative for the cluster only in a weak, organizational sense: it has the broadest diff and the most surrounding workflow/test context. It is not a better duplicate match than the others because the PRs are on different files and different behaviors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: #43488 edits setup/dependency/versioning and a Vit test file, while #46747 only switches a security-gate workflow from pull_request_target to pull_request. No shared concrete bug or code path." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only loose repo-bot/test similarity. #43488 is about setup/version/dependency metadata plus a test file; #43532 changes comment/CI workflow plumbing and related testing utilities. Not the same underlying fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but on different behaviors: self-comment CI and related utilities versus the PR security gate trigger. These could not plausibly be merged as one fix for the same 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": 9, + "component_count": 33, + "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": "6110dd1966efc3951ab44057dade7db5df52325e8cd3667a50f0c6357f3ac6dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate PRs adding distinct pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They overlap in docs/infrastructure but target different tasks, models, and code paths.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the stronger canonical candidate because it is the broader, more mature pipeline addition and touches the fuller set of related model integrations and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the best representative of the cluster since it covers the more general promptable visual segmentation pipeline and has the wider implementation surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: these are not the same underlying change. 43612 adds a promptable concept segmentation pipeline, while 43613 adds a promptable visual segmentation pipeline with different model integrations and task docs. Shared docs/registry files are incidental, not evidence of a single mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "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": "fe2a0f76a80903a19f59068211880381ede63dfa3785fad27ce168992c94c8c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate Trainer.py changes: one adjusts gradient-accumulation loss scaling for custom trainers, the other extracts signature-column filtering into an overrideable helper for PEFT/custom trainers. They share a file and theme, but not the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR for the cluster; 43651 is a concrete training-step bug fix, while 43663 is a separate extensibility refactor in the same file.", + "best_issue_reason": null, + "best_pr_reason": "43651 is the better anchor because it fixes a specific loss-scaling path in training_step; 43663 is unrelated column-filtering override logic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: 43651 changes gradient accumulation loss normalization, while 43663 refactors signature-column inspection for data filtering. Same file/subsystem, but not the same change or a plausible single merged 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": 33, + "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": "0fe1092a5c7bc392420e9d3ac85bcb3f9aca13ce1666e53f5e8c4f4df0dae3f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same underlying CLI import/type-annotation NameError in `src/transformers/cli/serve.py` around `TypeAdapter` and related typing evaluation at import time. They are close enough to be treated as duplicates for triage.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleaner, more targeted fix: it explicitly moves `TypeAdapter` under `TYPE_CHECKING` and quotes the annotation so the CLI no longer requires pydantic at import time.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because its title and diff directly match the concrete bug (runtime `TypeAdapter` NameError when pydantic is absent) with minimal, focused changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs address the same import-time `TypeAdapter`/typing NameError in the CLI module, and the fixes could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded: both PR titles point to the same TypeAdapter NameError in `src/transformers/cli/serve.py`, and the diffs are compatible enough to plausibly merge into a single bugfix PR. The soft-edge duplicate call is conservative given the shared file and overlapping import/type-annotation cleanup." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "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": 33, + "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:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "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:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request: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", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "691a80ad7584cf945c5e6e51128648bfe2766320b91e845b5f0b03e600da2b2c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84113, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad family of standardized output-tracing refactors across unrelated models. The only true duplicates are the GPT-J/CodeGen variants and the GPT-Neo pair; the rest are same-theme but different code paths and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the cleanest representative of the GPT-J/CodeGen output-tracing refactor: it covers the same concrete code paths as 44066/44085, is later, and reads like the most complete iteration of that duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best single anchor for this cluster because it matches the shared GPT-J/CodeGen refactor most directly and plausibly subsumes the earlier near-duplicate GPT-J variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models; same tracking-issue style refactor, not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same file set." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-family refactors are related only at a high level, not the same code-path change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated implementations of the general tracing pattern." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; not mergeable as one PR for the same bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate refactors, not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model/file." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families; only the tracing pattern is shared." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet-family and GPT-J/CodeGen changes are unrelated." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet-family vs GPT-J/CodeGen; not the same underlying fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are not the same bug/change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are related only by the general output-tracing pattern." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different models; same refactor theme is too broad." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet do not share the same code-path fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBert are separate model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated refactors." + }, + { + "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 model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTaV2 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are different model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized output-tracing change; 44722 is the later duplicate variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same model file." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and ViT-S are not the same underlying bug/change." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative: it distinguishes same-theme refactors from actual near-duplicates, and the accepted pairs are supported by shared model/file paths plus the later GPT-J/CodeGen iteration. The anchor choice of PR 44722 is reasonable given the direct overlap with 44066/44085, and the GPT-Neo pair also looks mergeable as a single model-specific bugfix. I don\u2019t see evidence of overclaiming beyond mild inferential language." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "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: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": "f78322a0cd76d1038bba3abe31f25181cacf67825f4fdb66f2d7304d589ca496", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84113, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all follow the same maintenance pattern (migrating model outputs to standardized capture/decorator utilities), but they touch different model code paths and are not duplicates of one another.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the best single representative: it has an explicit issue target, a clear one-model scope (SpeechT5), and a concrete output-tracing refactor tied to standardized capture.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest representative of the cluster overall because it is explicitly linked to an issue and has the clearest self-contained change description. Still, it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models (MPNet vs. VisualBert) and different concrete implementations, so they are not the same PR/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad refactor theme, but MPNet and TextNet are separate code paths and the diffs are model-specific, not mergeable as one duplicate change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; these are parallel standardization changes, not the same underlying bug or code fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "They both standardize output handling, but for different models and different forward signatures; the PRs do not fix the same concrete 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": 14, + "component_count": 33, + "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": "f2c14f12d65ac5e0b9907d1d44e759b4a8208f57708c8360b41ec70e82f61383", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a collection of similar-but-independent output-tracing refactors across different model families. They share the same migration pattern, but they do not look like duplicates of the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative: it has the broadest substantive change set in this cluster and touches two closely related Mamba-family implementations, making it a good canonical example of the refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best standalone representative of the cluster because it is the most substantial and central change among these similar refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and codepaths (timm_backbone vs upernet); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and forward paths; these are parallel refactors, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures (timm_backbone vs univnet) and unrelated outputs handling." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and files; 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same refactor motif only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated codepaths; not a duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward methods; similar tracing refactor only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "CLIP-like vision/text model vs Mamba-family model; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; both are output-tracing refactors but not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models with distinct forward paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different codepaths and model families; 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Different scopes and merge targets." + } + ] + }, + "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": 33, + "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": "6a06b47c08eee959661d1040d305c4b7156bc51cd8fc40265a981ec1da191e1d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same Mistral regex patch bug in `tokenization_utils_tokenizers.py`: an `AttributeError` caused by using `backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer`. The second PR is a fuller version with tests, so they are duplicate fixes for the same code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it fixes the same bug as #45086 and also adds regression test coverage, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best representative of the cluster: same underlying fix as the other PR, plus tests, so it is the most complete and merge-ready candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying `AttributeError` fix in `_patch_mistral_regex` on the same file and code path; #45317 is essentially a superset with tests." + } + ] + }, + "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": 33, + "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": "38f7e806fba41b1493cea5b56848a99b1540d4d105bfdd1c7b523af3ddabd6b5", + "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": "Two open NemotronH pull requests with overlapping files, but they target different changes: one is a refactor/conversion-mapping update to make NemotronH inherit GraniteMoeHybrid-compatible structures, while the other splits NemotronH into dedicated dense/sparse model families and updates docs/tests. They are related, not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete model-API change: it introduces dedicated nemotron_h_dense and nemotron_h_sparse packages, updates auto-mappings, docs, and tests, and appears to be the end-state architectural change rather than a narrow compatibility refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best overall representative of the cluster since it covers the full model split and user-facing integration work. PR #45115 is a narrower preparatory refactor for conversion/mapping and does not subsume the dedicated dense/sparse model work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different concrete goals: #45115 is a conversion/refactor patch for GraniteMoeHybrid-compatible naming and inheritance, while #45569 creates separate dense/sparse NemotronH model packages plus docs/tests. Shared NemotronH files do not make them 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": 19, + "component_count": 33, + "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": "582c2d72ad195be38ad7118180ac65461374b56310382df2078a1bc9ffb4ad9c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: one implements full heterogeneous model support, while the other is a narrower per-layer configuration-only piece. They overlap in docs/config utilities, but they target different change scopes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it adds heterogeneous model support across modeling, cache, integrations, masking, and tests, so it is the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best global PR candidate because it covers the full code-path change set, whereas PR 45333 is limited to configuration support and looks like a subset or prerequisite rather than the same mergeable fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share the heterogeneous-config docs and config utilities, but 45332 also adds modeling/integration/cache behavior. The concrete changes are not the same underlying fix and would not be merged as one PR under a strict duplicate standard." + } + ] + }, + "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": 33, + "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": "52b0f3a8838b4d91033004a060e109651cb6847b4cb5e55aff7a6b24ae81a6ed", + "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 type-checking/typing maintenance pull requests in transformers, but they address different scopes: one is a broad per-file typing pass, the other adds shared typing protocol helpers and related modeling_utils integration. They are related, but not duplicates of the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella typing sweep across many files, so it is the better representative if one PR must stand for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the most representative cluster member because it covers the widest surface area and appears to be the main typing cleanup effort; PR 45425 is a narrower follow-up/shared-typing refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they fix different things: 45415 is a large type-checking pass across many modules, while 45425 introduces shared protocol/type aliases and adjusts a few specific call sites. Shared files alone do not make them the same change, and they would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "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": "1246074c29bbe91c12d1b789c6ec626a94aac251888e434a26b4ab0057bf2b5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel model loading correctness, but they fix different bugs in different distributed paths: one is about preserving `distributed_config`/`has_ep` for EP + DeepSpeed ZeRO-3 via accelerate launch, the other about wrapping loaded tensors to avoid rank-0 broadcast overwriting experts in EP + FSDP2. Not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must represent the cluster, #45662 is the stronger canonical representative because it addresses a concrete runtime corruption bug in the parameter-loading path and has the broader, more explicit failure mode.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the best standalone PR: it has the clearest bug report, the most direct code-path fix, and the strongest evidence of a real correctness issue in distributed expert loading.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related theme (EP/loading) but different underlying bugs and code paths: #45548 preserves config/state for EP + ZeRO-3 loading, while #45662 prevents post-shard expert parameters from being overwritten in EP + FSDP2. They would not naturally merge into one 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": 33, + "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": "e482046a8b5dea4927eda2201200bf5a0603594ebe8472f3f3248a5ca274add4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging problem; #45645 is the more complete change because it includes the code fix plus CI log collection handling.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the broader, more complete fix: it makes the testing log output xdist-safe and also updates CI to read multiple captured_info files, so it best represents the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest standalone candidate because it addresses the underlying bug and preserves the debug artifacts in CI, whereas #45639 only covers the library-side half.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision/captured_info issue; #45639 is a subset of the broader fix in #45645, and the changes could plausibly be combined 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": 33, + "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": 24, + "component_count": 33, + "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": "8cb9cd88f196c771d96955b452511303404a78434d021e76483eacafdb775a59", + "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": "The two pull requests are related through overlapping distributed-model code, but they are not the same change. PR #46126 is a focused EP/Trainer integration feature, while PR #46269 is a much broader distributed-branch base with many unrelated infrastructure and model changes. Shared filenames alone are not enough to treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the narrower, more specific change centered on EP + Trainer integration and the router/tensor-parallel path, so it is the better canonical representative of the shared overlap.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative because it has a clear, concrete code-path focus; PR #46269 is too broad and mixes in unrelated distributed/FSDP and model updates, making it a poor duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they overlap in distributed files, but #46126 is a targeted EP/Trainer feature while #46269 is a broad distributed branch base spanning many subsystems. They do not look like the same underlying bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "f549adf75e75c15023ca998533541cbaed83d5d83bd0e2390b6d1be2f8516e61", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26683, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26683, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated workflow-maintenance changes. The only tight thematic group is the pr-ci-security-gate workflow, but those PRs make different security/permissions edits rather than fixing the same concrete bug, so they should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantial concrete fix in the set: it changes the pr-ci-security-gate workflow\u2019s actual security-check code path by checking out the PR head and validating changed files. The other PRs are either orthogonal workflow tweaks or separate hardening steps.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative PR overall because it contains the clearest functional change with an explicit security-check behavior update; the rest are smaller, unrelated workflow edits or separate follow-up hardening changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated behavior; one updates self-comment CI stdin handling, the other hardens pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflows; no shared concrete bug or code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflows; one is a CI helper script invocation fix, the other is a security-gate comment/update." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different change intent; not the same underlying fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow targets; both are generic chores but not the same bug or change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows: SSH runner hardening vs benchmark trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different fixes; only shared broad CI maintenance." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated changes; not duplicate PRs." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch CI/security areas, but they fix different workflow paths and issues." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Same broad security theme, but different concrete edits in different workflow paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow hardening changes; no same underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow hardening changes; not a duplicate fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different behavior changes; only generic CI maintenance in common." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files; not the same concrete bug/change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow fixes in different files; do not represent one mergeable duplicate PR." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow areas; no shared code-path problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow automation changes; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and different behavior; only both are workflow chores." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow logic and purpose; not the same fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow triggers/logic; unrelated concrete changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Generic workflow cleanup versus security-gate logic; not the same bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and behavior; only superficial similarity." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different fixes: security-check logic versus permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one changes checks while the other adds comments/documentation; not the same concrete fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow, but different security-hardening edits; not a single mergeable duplicate." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but permissions/approval gating versus documentation notes; not the same bug." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Related security-gate hardening, but distinct changes to permissions versus secret inheritance." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow but different intent: explanatory comments versus secrets handling." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow changes in unrelated files; not duplicates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow hardening areas; not the same concrete fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow changes with no shared code-path issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow hardening changes; no duplicate relationship." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "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": 27, + "component_count": 33, + "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:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "01c9deb65755bc4bb83f7126f2c06037e31af2673957b0188270d3b6994cc133", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same MoonshineStreaming off-by-one in the right side of `sliding_window_mask_function` (`-dist <= right_window_size`), and the second PR is a superset that also applies the same fix elsewhere and adds a test.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it includes the same MoonshineStreaming fix plus test coverage, while also carrying an additional related model update.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest representative of the change set: it fixes the same concrete bug in the same code path and includes validation, making it the most complete candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying MoonshineStreaming right-window off-by-one fix; the second PR contains the same exact change in the shared code path and can plausibly subsume the first." + } + ] + }, + "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": 33, + "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": "320b2cee8661e5c51fab981bdcd39dbf9c3f7596b0cafb4f5c2866ac7935ec0e", + "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": "The two pull requests address different tokenizer-loading bugs in different code paths: CodeLlama decode stripping vs. DeepSeek-Coder/DeepSeek-LLM class selection in AutoTokenizer. They are not duplicates and should remain separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: 46574 fixes CodeLlama decoder behavior on decode, while 46580 adds checkpoint-prefix overrides so certain DeepSeek checkpoints load the correct tokenizer class. They do not look 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": 29, + "component_count": 33, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47134" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47134" + ], + "prepared_review_unit_hash": "1612f7c31ab81a0a09a2dc7743379214ee4222e96986fbb71e892cb8408dfed2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4315, + "estimated_input_tokens": 1079, + "estimated_eval_tokens": 2414 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4315, + "estimated_input_tokens": 1079, + "estimated_eval_tokens": 2414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests in the same Flash Attention helper file share the same tracking issue, but they fix different performance regressions on different code paths: one corrects tracing/eager behavior for max-length handling, the other forces .item() in unpadding helpers to avoid sync overhead. They are related follow-ups, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46696 is the more specific root-cause fix for the FA2 decode regression, with a narrowly scoped change to the tracing/eager condition.", + "best_issue_reason": null, + "best_pr_reason": "PR 46696 is the best representative of the cluster because it targets a concrete regression path and has the clearest, most specific bug description.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47134", + "accept": false, + "reason": "Same file and shared tracking issue, but they address different code paths: 46696 fixes max-length handling in tracing vs eager decode, while 47134 changes unpad helpers to use .item() for performance. Not the same underlying bug 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": 30, + "component_count": 33, + "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-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "6429ed5c2c9e93fb4769ef0af441f3049bef3dbb50d88f818f363fec5754e512", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both address skipped padding-mask application, but they do so in different code paths and for different triggers: one fixes a batch-size-1 guard in linear-attention model code, the other fixes continued-forward/chunked-prefill behavior in shared recurrent masking utilities. Related theme, not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the better representative because it targets the shared masking utility and has explicit issue linkage, making it the more central fix in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest standalone candidate: it addresses a concrete recurrent-mask regression in a shared code path and includes tests across multiple affected models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding masks, but 46773 fixes a batch-size-1 guard in linear-attention model implementations while 47087 fixes continued-forward/cache-continuation handling in masking_utils. Different bug triggers and code paths; not mergeable 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": 31, + "component_count": 33, + "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-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "7ac36049e8f8b6eb8c56adde7088ed49cd7403619042a399fa892be1fbbadfb3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11472, + "estimated_input_tokens": 2868, + "estimated_eval_tokens": 5992 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11472, + "estimated_input_tokens": 2868, + "estimated_eval_tokens": 5992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs cover separate bugs across different pipelines/models: stop-sequence handling, multimodal input key normalization, Gemma4 placeholder validation, candidate generation length capping, and Qwen Omni postprocessing. None appear to be duplicate fixes of the same concrete code path.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47074 is the broadest and most central fix in the set, addressing a clear multimodal pipeline input-key bug with direct user-facing impact and test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the strongest overall representative because it fixes a concrete pipeline integration error in a shared multimodal entry point and appears well-scoped with accompanying tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Both relate to generation/postprocessing, but they target different models and different bugs: stop-sequence handling in image-text-to-text vs tuple/list output decoding in Qwen Omni. Not the same underlying change." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are multimodal, but one normalizes AnyToAnyPipeline input keys while the other validates Gemma4 audio placeholders in processor inputs. Different layers and code paths." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "Different subsystems and failure modes: multimodal pipeline input normalization vs Qwen Omni batched text postprocessing. No shared concrete bug." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "One fixes AnyToAnyPipeline multimodal argument mapping; the other fixes candidate generator length capping in decoding. Unrelated functionality." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "These touch generation output handling in different components, but one is prompt lookup candidate length limiting and the other is Qwen Omni postprocessing. Not mergeable as one 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": 32, + "component_count": 33, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "226da79a38439b7e9c2920e2f38946ed68dcf73ba0cd02e6a28f1d458292f91f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one re-enables and updates a VITS forward test, while the other fixes an RT-DETR v2 weight-conversion mapping. They do not target the same bug or code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47129 is the more substantive source-code fix, but the pair is not a duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47129 is the better representative because it fixes an actual converter path rather than only adjusting tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different models, different files, and different problems: VITS test expectations vs RT-DETR v2 converter key mapping." + } + ] + }, + "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": 33, + "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-47122-4", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150" + ], + "prepared_review_unit_hash": "1d2ebf90c2ba72d49ef4af7bd2ec4d21ee4079554828a49d02bd92a222f7eff5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9330, + "estimated_input_tokens": 2333, + "estimated_eval_tokens": 4922 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9330, + "estimated_input_tokens": 2333, + "estimated_eval_tokens": 4922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the four PRs fix different models and different failure modes (Edgetam import_or_config, MiniMax-M3-VL load_error, Falcon-Mamba output mismatch, Whisper generation length handling).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear canonical representative because the cluster is heterogeneous; if forced to pick a representative, 47150 is the most substantive code-path fix, but it is still unrelated to the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and different fixes: Edgetam removes an extra kwarg before backbone forward, while MiniMax-M3-VL adds an offload folder for device_map loading. They do not address the same bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Edgetam forward-argument cleanup and Falcon-Mamba expected-output updates are unrelated; one is a code fix in model internals, the other is a test expectation adjustment." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "These target different subsystems and failure modes: Edgetam backbone kwargs vs Whisper max_length adjustment during generation. Not the same underlying change." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL loading/offload setup and Falcon-Mamba generation output mismatches are unrelated test fixes for different models." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "MiniMax-M3-VL load_error workaround and Whisper generation length fix are distinct problems with no shared code path." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba expected-output updates are test-only, while Whisper changes generation config behavior in code; they are not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/manifest.json b/snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e48773aed1fec2d2da07776cdaf013b5b4a7bed8 --- /dev/null +++ b/snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260709t120026z", + "artifacts": { + "hybrid": "snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-09T12:11:26Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260709T120026Z", + "variant": "hybrid" +} diff --git a/snapshots/20260709T120026Z/manifest.json b/snapshots/20260709T120026Z/manifest.json index 6974e1db4954684624c98b9d0363c1b9cac7d6a6..aad3836cd124575e458ae828cacb4ff107ff77f9 100644 --- a/snapshots/20260709T120026Z/manifest.json +++ b/snapshots/20260709T120026Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 582 }, "extracted_at": "2026-07-09T12:00:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260709t120026z", + "runs": { + "hybrid-model-20260709t120026z": { + "analysis_id": "hybrid-model-20260709t120026z", + "artifacts": { + "hybrid": "snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/manifest.json", + "model": null, + "published_at": "2026-07-09T12:11:26Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260709T120026Z", "watermark": {