diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 7d4fa7fdb241ef6a951c107edeabc5cec99c2086..292186e8d6b42494bbfc382ae8b4c47573dd94c5 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260509T120021Z", - "generated_at": "2026-05-09T12:04:05Z", + "snapshot_id": "20260509T180029Z", + "generated_at": "2026-05-09T18:04:22Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,204 @@ } ] }, + { + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43656, + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43836, + "code_similarity": 0.36, + "size_similarity": 0.176, + "file_overlap": 1.0, + "area_overlap": 0.051, + "patch_similarity": 0.048, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ] + } + ] + }, + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + }, + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1422,76 +1620,6 @@ } ] }, - { - "cluster_id": "cluster-43824-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43824, - "canonical_pr_number": 43836, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1685,277 +1813,54 @@ ] }, { - "cluster_id": "cluster-44018-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-44002-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44068, + "canonical_pr_number": 44002, "issue_numbers": [], "pr_numbers": [ - 44018, - 44068 + 44002, + 44004, + 44029 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44018, - "right_pr_number": 44068, - "code_similarity": 0.766, - "size_similarity": 0.939, - "file_overlap": 1.0, - "area_overlap": 0.425, - "patch_similarity": 0.866, - "shared_filenames": [ - "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "tests/models/gpt_neo/test_modeling_gpt_neo.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "left_ranges": [ - [ - 26, - 46 - ], - [ - 138, - 143 - ], - [ - 182, - 187 - ], - [ - 283, - 295 - ], - [ - 327, - 341 - ], - [ - 348, - 354 - ], - [ - 360, - 369 - ], - [ - 399, - 406 - ], - [ - 411, - 419 - ], - [ - 428, - 433 - ], - [ - 472, - 492 - ], - [ - 507, - 513 - ], - [ - 519, - 528 - ], - [ - 541, - 559 - ], - [ - 562, - 567 - ], - [ - 595, - 601 - ], - [ - 607, - 614 - ], - [ - 627, - 643 - ], - [ - 685, - 690 - ], - [ - 708, - 714 - ], - [ - 720, - 727 - ], - [ - 740, - 757 - ], - [ - 761, - 766 - ], - [ - 780, - 786 - ], - [ - 791, - 798 - ], - [ - 807, - 822 - ], - [ - 840, - 845 - ] - ], - "right_ranges": [ - [ - 26, - 31 - ], - [ - 34, - 44 - ], - [ - 136, - 141 - ], - [ - 180, - 185 - ], - [ - 281, - 293 - ], - [ - 325, - 339 - ], - [ - 346, - 352 - ], - [ - 358, - 367 - ], - [ - 397, - 404 - ], - [ - 409, - 417 - ], - [ - 426, - 434 - ], - [ - 463, - 483 - ], - [ - 498, - 504 - ], - [ - 510, - 519 - ], - [ - 532, - 550 - ], - [ - 553, - 564 - ], - [ - 586, - 592 - ], - [ - 598, - 605 - ], - [ - 618, - 634 - ], - [ - 676, - 688 - ], - [ - 699, - 705 - ], - [ - 711, - 718 - ], - [ - 731, - 748 - ], - [ - 752, - 762 - ], - [ - 771, - 777 - ], - [ - 782, - 789 - ], - [ - 798, - 813 - ], - [ - 831, - 836 - ] - ] - }, - { - "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", - "left_ranges": [ - [ - 458, - 464 - ] - ], - "right_ranges": [ - [ - 458, - 464 - ] - ] - } - ] + "left_pr_number": 44002, + "right_pr_number": 44004, + "code_similarity": 0.125, + "size_similarity": 0.398, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.304, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44004, + "right_pr_number": 44029, + "code_similarity": 0.253, + "size_similarity": 0.925, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.456, + "shared_filenames": [], + "shared_file_areas": [] } ] } @@ -1989,6 +1894,16 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -1998,15 +1913,6 @@ "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-43824-3", - "canonical_pr_number": 43836, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." - }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, @@ -2025,13 +1931,14 @@ "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, + "cluster_id": "cluster-44002-3", + "canonical_pr_number": 44002, "duplicate_pr_numbers": [ - 44018 + 44004, + 44029 ], "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-44002-3 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-45081-3", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e94706a15634edca6b91dd3a73d9f890b707eecf..b100d52c59f8a51afdc2d62527bf15504835f39b 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": "20260509T120021Z", - "generated_at": "2026-05-09T12:04:05Z", + "snapshot_id": "20260509T180029Z", + "generated_at": "2026-05-09T18:04:22Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -987,8 +987,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -1078,7 +1078,7 @@ "issue:42915|issue:45020", "issue:43638|issue:45823" ], - "prepared_review_unit_hash": "2e13009c4d40ff7273c56a3a121b4409840c019103e3916ff804f93e36db50d0", + "prepared_review_unit_hash": "8491a9e4ac7e95899474a3eceebb38c3466f6ea5159376a1c3769c0c30fadff7", "component_budget": { "node_count": 392, "item_count": 392, @@ -1100,90 +1100,90 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose collection of Transformers 5.x regressions across different models and subsystems, not a tight duplicate cluster. The only strong soft duplicate here is the SigLIP2 quality/discrepancy pair; the rest are too far apart in concrete failure mode or code path. No PRs are present.", - "confidence": 0.36, - "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s dominant theme: recent Transformers versions breaking model loading/remote_code paths.", + "summary": "This set is mostly a grab bag of unrelated issue reports across different models and subsystems. The only clear duplicate families are the v5 docs/pipeline-removal reports and the SigLIP2 quality/discrepancy reports; the rest share only broad surface-level similarity.", + "confidence": 0.69, + "canonical_issue_reason": "43493 is the best anchor if choosing one issue: it explicitly describes the underlying SigLIP2 implementation discrepancy, which better captures the related SigLIP2 symptom reports than their symptom-only titles.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best anchor because it is open, broadly scoped, and closest to the shared regression pattern across the set.", + "best_issue_reason": "43493 is the most informative and specific report in the set, and it best represents the underlying bug family rather than one narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer compute_loss kwarg mismatch and ZeRO-3 index error are unrelated failures." + "reason": "Different failure modes and code paths: trainer API mismatch vs DeepSpeed ZeRO-3 index error." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "AutoImageProcessor import failure and torch/Transformers version incompatibility are different problems." + "reason": "One is an import-name error for AutoImageProcessor; the other is a broad torch/transformers version incompatibility." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Voxtral tokenizer-loading error and Molmo tied-weights attribute error are different code paths." + "reason": "Different models and different bugs: bad AutoTokenizer error message vs missing all_tied_weights_keys on Molmo." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization-related, but Int8Params kwarg mismatch and missing Float8 storage are distinct bugs." + "reason": "Both are type errors, but the missing keyword and missing storage-object problems are unrelated." }, { "left": "issue:38175", "right": "issue:43054", - "accept": false, - "reason": "Both mention SigLIP2 quality, but one is zero probabilities and the other is degraded embeddings; not enough to call the same bug." + "accept": true, + "reason": "Both point to SigLIP2 behaving incorrectly in ways that suggest the same underlying implementation/discrepancy bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and tokenization changes are unrelated issues." + "reason": "SigLIP2 embedding-quality complaint is unrelated to the broader tokenization-version-change report." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention packed-sequence crash and CPU-offload rotary embedding incompatibility are different failures." + "reason": "Different subsystems: flash-attn packed-sequence handling vs CPU-offload incompatibility in Qwen3.5 MoE rotary embedding." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Tokenizer error for Voxtral and GLM-4V loading failure are unrelated." + "reason": "Bad tokenizer error messaging and a GLM-4V loading failure are not the same bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness and CUDA reserved-memory OOM are different symptoms with different likely causes." + "reason": "Both mention memory, but one is gradient checkpointing/LoRA behavior and the other is int4 CUDA reserved memory regression." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific ScandiBERT load failure are not the same bug." + "reason": "Unnecessary load-time noise is a logging/UX issue, not the same as failing to load a specific model." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "AutoConfig missing fields under trust_remote_code is related in theme, but it is a different concrete failure than broad remote_code breakage." + "reason": "The first is a specific AutoConfig missing-fields bug; the second is a broad remote_code regression umbrella." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression and flash_attn import KeyError are unrelated." + "reason": "Different areas: token detokenization regression vs import_utils KeyError on Python 3.13." }, { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "These both point to the same SigLIP2 implementation discrepancy; 43054 is a symptom report and 43493 identifies the HF-vs-JAX mismatch." + "reason": "Both are SigLIP2 correctness/discrepancy reports and plausibly reduce to the same underlying implementation bug." }, { "left": "issue:43975", @@ -1195,127 +1195,133 @@ "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Loading noise and a model-specific load failure are not the same underlying bug." + "reason": "They both involve loading, but one is extra noise while the other is a specific model load failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing behavior and Qwen3 MoE memory inefficiency are different training issues." + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE training memory usage are different problems." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "GLM-4V load failure and missing all_tied_weights_keys on Molmo are different model-specific bugs." + "reason": "Different model families and distinct load failures." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading error and Qwen3 MoE LoRA compatibility are unrelated." + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FineGrainedFP8Config failure are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3-MoE HF4.x/HF5.x incompatibility and a tie_word_embeddings warning are not the same bug." + "reason": "Both mention Qwen3/LoRA, but one is cross-version incompatibility and the other is a warning about tie_word_embeddings." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support in MoE and Gemma4 device-mismatch forwarding are different device/runtime problems." + "reason": "MPS histogram support in MoE and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Detokenization regression and ScandiBERT load failure are unrelated." + "reason": "Different manifestations in different models; detokenization is not the same as failure to load a BERT checkpoint." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing Qwen2.5-VL import and bitsandbytes Int8Params incompatibility are different issues." + "reason": "Importing a Qwen2.5 VL class and a bitsandbytes Int8Params constructor mismatch are unrelated." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regressions and Gemma4 device placement mismatch are different code paths." + "reason": "Remote_code breakage is not the same as a Gemma4 forward-pass device mismatch." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Model-addition helper failure in tokenizer mappings and general remote_code breakage are not the same concrete bug." + "reason": "Model-registration failure in tokenizer mappings is a different issue from broad remote_code regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device mismatch are different runtime issues." + "reason": "Autocast dtype mismatch and device_map auto device mismatch are different execution-path bugs." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code breakage and Kimi-K2.5 tokenizer regression are distinct problems." + "reason": "A broad remote_code regression is not the same as a tokenizer codec/fix_mistral_regex regression." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated." + "reason": "Qwen3VL weight_only error and the GLM5 issue are unrelated model-loading problems." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback blocking are different issues." + "reason": "Tokenizer regex crashing and flash-attn2 fallback blocking are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same v5 docs issue: removed pipeline tasks still referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weights bug in Mistral3 is unrelated to non-persistent buffer corruption on from_pretrained." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper failing to run and a specific fbank helper issue may be related at a high level, but this is not enough to treat them as the same bug." + "reason": "Whisper runtime failure and _torch_extract_fbank_features() complaints are too underspecified to treat as the same bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading key error and flash-attn fallback gating are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Mistral3 weight-tying bug and non-persistent buffer corruption are different from from_pretrained internals." + "reason": "MobileLLM loading failure and flash-attn fallback gating are unrelated." }, { - "left": "issue:45520", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:45020", "accept": false, - "reason": "Python 3.13 flash_attn import failure and CPU-offload rotary embedding incompatibility are unrelated." + "reason": "Qwen3 MoE FP8 failure and remote_code regressions are different bugs." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "ZeRO-3 index error with a non-pretrained Bert and Gemma4 device mismatch are different failures." + "reason": "DeepSpeed ZeRO-3 with a non-pretrained BERT and Gemma4 PLE device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft pair, issue:43054 with issue:43493, is well supported by the shared SigLIP2 theme, while the other rejections avoid overclaiming sameness across distinct models or failure modes. No PR pairs are present." + "feedback": "Grounded overall and conservative. The summary matches the packet: most pairs are weakly related at best, while the v5 docs/pipeline-removal pair and the SigLIP2 cluster are the only defensible family-level matches. The SigLIP2 acceptances read as plausibly same-bug rather than proven exact duplicates, which is an appropriate level of caution." }, "evaluator_used": true, "retried": false, @@ -1331,8 +1337,8 @@ "review_unit_count": 45, "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-15354-392", "nodes": [ @@ -1659,8 +1665,8 @@ "review_unit_count": 45, "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-15354-392", "nodes": [ @@ -1980,8 +1986,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -2073,7 +2079,7 @@ "issue:39404|issue:45701", "issue:43425|issue:45823" ], - "prepared_review_unit_hash": "d64e983d1894309b0656e07434a592f8ba49c4dd84edabac4e6e642542eeea4e", + "prepared_review_unit_hash": "7e515f94780e5771853fcab7e09f1d7169545ca5251face8b9c9fc6d151bd837", "component_budget": { "node_count": 392, "item_count": 392, @@ -2095,240 +2101,240 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of closed Transformers issues. I only see two plausible duplicate pockets: custom model initialization in Transformers 5.0, and resize_token_embeddings not updating output embeddings. The rest are related at a broad subsystem level but not the same concrete bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43646 is the broadest clean statement of the Transformers 5.0 custom-model initialization regression; issue:43645 is the notebook-specific repro of the same bug.", + "summary": "Most pairs are not duplicates and span unrelated bugs. The only strong duplicate set is the resize_token_embeddings regression pair, where the generic output_embeddings report is the broader representative.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the broadest, most model-agnostic statement of the resize_token_embeddings regression and cleanly covers the Gemma4-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best cluster anchor because it is the most general, least context-specific report among the near-duplicate candidates and captures the underlying custom-model init failure cleanly.", + "best_issue_reason": "issue:45292 is the best overall issue to represent the cluster because it names the core bug succinctly and is the most reusable canonical description among the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Different failures: import path breakage vs Whisper pipeline return_language regression." + "reason": "Different failures: an import/export breakage vs Whisper pipeline `return_language` behavior." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both involve loading/saving, but one is extra_state handling and the other is init_empty_weights argument plumbing." + "reason": "Both are loading-related, but one is `extra_state` save/load handling and the other is `init_empty_weights` argument compatibility." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Same broad symptom class, but different models and no evidence of the same underlying tokenizer bug." + "reason": "Both mention model loading, but they describe different model-specific problems and different root causes." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is not the same bug as meta-device loading breakage." + "reason": "One is a Torch version incompatibility report; the other is a `torch.device(\"meta\")` loading regression." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different model families and different issues; doc example errors vs GLM5 loading." + "reason": "Unrelated models and symptoms: documentation/example errors versus a GLM5 model issue." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state rebuilding are unrelated bugs." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA issue is unrelated to the apex RMSNorm memory leak." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both concern quantization memory behavior, but one is offloading not working and the other is int4 reserved-memory/OOM; not the same concrete bug." + "reason": "Both involve quantization, but one is offloading behavior and the other is a CUDA reserved-memory/OOM regression." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 forward KeyError is unrelated to Qwen multimodal config unwrapping." + "reason": "Gemma4 FSDP2 attention state bug versus Qwen multimodal `text_config` unwrapping; different code paths." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different code paths: Gemma4 attention state rebuilding vs Qwen3.5 MoE rotary embedding offload compatibility." + "reason": "Different components: per-layer shared KV state rebuild versus rotary embedding CPU-offload incompatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 device-map mismatch are distinct model-specific bugs." + "reason": "AudioFlamingo batched inference leak is unrelated to Gemma4 device placement during forward." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM test loading failure is unrelated to Qwen3.5 save_pretrained regression." + "reason": "Different model-loading regressions affecting different model families and APIs." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Memory/OOM symptoms differ: quantization reserved-memory growth vs Strix Halo mmap OOM." + "reason": "One is an int4 quantization memory regression; the other is an mmap/OOM workaround for Strix Halo." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and mmap OOM are unrelated." + "reason": "`init_empty_weights` argument handling and mmap/OOM avoidance are distinct issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantized model load problems, but different quantization formats and different failure modes." + "reason": "Different bugs: `_is_hf_initialized` argument rejection versus MXFP4 quantization fallback behavior." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Eval-mode checkpointing limitation is not the same as LoRA gradient checkpointing ineffectiveness." + "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is eval-mode prohibition." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is permissions propagation during save_pretrained; the other is loading the wrong custom module after save_pretrained." + "reason": "Save permission propagation for auto-class files is not the same bug as loading the wrong custom module after save_pretrained." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings bug; 45276 is the Gemma4-specific variant of 45292's broader output_embeddings failure." + "reason": "Same underlying resize_token_embeddings regression; 45276 is the Gemma4-specific manifestation of the broader output_embeddings failure." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN from 3D position_ids are different bugs." + "reason": "Gradient checkpointing in eval mode is unrelated to the RLHF NaN/SDPA math-fallback issue." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state serialization and Strix Halo mmap OOM are unrelated." + "reason": "Save/from_pretrained extra_state handling and mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to AudioFlamingo3 track leakage." + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo batched inference leak are different bugs." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict config loading are different issues." + "reason": "Video-input regression in Qwen VL models and strict-config loading failure for granite_speech are different model families and paths." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression is unrelated to Trainer max_steps recalculation on checkpoint resume." + "reason": "Custom model initialization breakage and Trainer max_steps resume math are unrelated." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless crash is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Flash-attention sink-less crash and Gemma4 shared_kv_states rebuild are different attention bugs." }, { "left": "issue:43854", "right": "issue:44960", "accept": false, - "reason": "Different GLM variants and different failures; no shared code-path evidence." + "reason": "Different model-loading failures with no shared code path implied." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage is unrelated to disabling mmap for Strix Halo." + "reason": "Meta-device loading regression and mmap/OOM workaround are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings-related, but one is output_embeddings and the other is decoder.embed_tokens; not enough evidence of the same bug." + "reason": "Both involve resize_token_embeddings, but the affected targets differ (`output_embeddings` vs `decoder.embed_tokens`) and may require separate fixes." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different model-specific loading failures with no proof of a shared root cause." + "reason": "Two separate model-loading failures for different checkpoints, with no evidence of the same underlying bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failure are different problems." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to meta-device loading failures." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model init regression and extra_state save/load failure are distinct." + "reason": "Custom model init in notebooks and `extra_state` save/load are distinct custom-model workflows." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE conversion with accelerate+deepspeed and NemotronH checkpoint loading are unrelated." + "reason": "Different model families and mechanisms: MOE weight conversion under accelerate/deepspeed versus checkpoint loading for NemotronH." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are not the same bug." + "reason": "Torch 2.10 compatibility and an autocast dtype mismatch are related only at a very broad level, not the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is unrelated to mmap OOM on Strix Halo." + "reason": "Float8 storage lookup failure and mmap/OOM avoidance are unrelated runtime issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failures." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch do not describe the same failure." }, { "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": "An isolated reproduction of one issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and tokenizer-version changes are different bugs." + "reason": "Whisper return_language pipeline regression and version-dependent tokenization changes are different behaviors." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility issue and Gemma4 forward device mismatch are unrelated." + "reason": "Torch version incompatibility and Gemma4 PLE device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The custom-model init cluster around 43645/43646 and the resize_token_embeddings cluster around 45276/45292 are the only clearly supported duplicate pockets, and the other soft-edge rejections avoid overclaiming. " + "feedback": "The summary is grounded in the packet and stays conservative. The chosen canonical issue (issue:45292) is a reasonable broad representative of the resize_token_embeddings regression, and the only accepted duplicate pair (45276/45292) is well supported by the titles. The remaining soft-edge rejections are cautious and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -2344,8 +2350,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -2433,7 +2439,7 @@ "issue:44488|issue:44987", "issue:43643|issue:44530" ], - "prepared_review_unit_hash": "4f1763c4d9a61d11bb9b5b0021478a4788c5d11aaceaff6e3e0188afbbec462a", + "prepared_review_unit_hash": "410fd0b4ab5109e8cd52baa3e3ca2a2ec969590de2cd4b19785890feb2d88f6a", "component_budget": { "node_count": 392, "item_count": 392, @@ -2455,210 +2461,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most items are separate regressions across model loading, tokenizers, training, docs, and hardware-specific behaviors. None of the soft pairs look like true duplicates of the same underlying bug/change, so no mergeable canonical duplicate emerges.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated bugs and feature requests across different models, APIs, and subsystems.", - "canonical_pr_reason": "No pull requests are present in the cluster.", - "best_issue_reason": "No issue is a good global representative because the items do not share one underlying defect.", - "best_pr_reason": "No pull requests are present to evaluate as a canonical fix.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions, model-loading edge cases, tokenizer issues, and docs problems. None of the soft pairs looks like the same concrete bug/change, so I would not deduplicate any of them.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the broadest representative model-loading regression in the set and is the best anchor for triage, though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the clearest umbrella issue among these mostly loading/regression reports, so it is the most suitable single issue to represent the cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 loading regressions, but one is about base_model_prefix handling and the other about custom model initialization in Jupyter; different code paths." + "reason": "Both are v5 model-init/loading regressions, but one is about base_model_prefix handling and the other is custom model initialization in notebooks; different code paths." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading failures, but they affect different model families and report different failure modes (shape mismatch vs checkpoint compatibility)." + "reason": "Both are checkpoint loading failures, but for different models and failure modes (shape mismatch vs NemotronH checkpoint/class incompatibility)." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "One is a Torch version incompatibility report; the other is an image preprocessor/model dtype mismatch. Different problems." + "reason": "One is Torch version incompatibility, the other is a multimodal dtype mismatch; unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash and template-node compilation error are unrelated subsystems and failure modes." + "reason": "PagedAttentionCache linear_attention crash vs template-node compilation TypeError; different subsystems." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are documentation issues, but they concern different pipeline/task docs and different removal/behavior mismatches." + "reason": "Both touch docs, but they refer to different pipeline-task deprecations and different documentation pages." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression and git-oss-20b MXFP4 quantization fallback are unrelated model/pipeline issues." + "reason": "Whisper return_language pipeline regression vs MXFP4 quantization fallback; unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver non-default resolution failure are different bugs in different code paths." + "reason": "torch.export/torch_compilable_check failure vs Perceiver image-size interpolation bug; different paths." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a dev-version MoE loading break and the other is a specific checkpoint shape mismatch; not the same bug." + "reason": "Both are Qwen3-VL loading problems, but one is a MoE model-loading breakage and the other is a specific weight-shape mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models and a generic mask-shape IndexError are not the same underlying issue." + "reason": "Video-input regression for Qwen VL models vs a mask/index shape error; no shared bug." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and TRL SFT unpacking of Qwen3.5 embeddings are separate failures." + "reason": "Torch 2.10 compatibility vs TRL SFT embedding unpacking; unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation error are unrelated." + "reason": "Different errors in different code paths: storage lookup vs template compilation." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency while the other is Strix Halo mmap OOM; different root causes." + "reason": "Memory usage in Qwen3 MoE training vs mmap/OOM on Strix Halo; not the same issue." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b and ineffective gradient checkpointing with LoRA are distinct training/evaluation issues." + "reason": "Perplexity regression on gpt-oss-20b vs LoRA gradient checkpointing ineffectiveness; different problems." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction regression are unrelated model behaviors." + "reason": "Whisper pipeline regression vs CamemBERT MLM prediction regression; unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment when previously None are different bugs." + "reason": "SigLIP2 loading/inference corruption vs ModelOutput key assignment bug; different layers." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer special-tokens conflict and gguf_file breaking AutoTokenizer/AutoModel loading are different loading problems." + "reason": "Tokenizer special-tokens method conflict vs gguf_file loading regression; separate tokenizer bugs." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and composite Qwen text_config unwrapping are separate serialization/config issues." + "reason": "save/from_pretrained extra_state handling vs from_config text_config unwrapping; distinct serialization/loading 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." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + "reason": "CamemBERT MLM predictions vs EMBEDDIA tokenizer loading; different models and symptoms." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizers and different failure points: est-roberta loading vs Mistral regex patch/backend_tokenizer crash." + "reason": "Tokenizer load failure for est-roberta vs Mistral regex patch crash; separate tokenizer paths." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both touch device placement/offload, but XLNet CPU arange placement and Qwen3.5 MoE rotary embedding offload incompatibility are not the same code path." + "reason": "CPU device placement bug in XLNet vs CPU-offload incompatibility in Qwen3.5 MoE embedding; not the same defect." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." + "reason": "Trainer _gpu_broadcast_one NoneType error vs Whisper return_language pipeline regression; different stacks." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization of extra_state and video-input regression for Qwen VL models are different bugs." + "reason": "Serialization extra_state bug vs video-input regression; unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading cjvt/sleng-bert and Mistral regex patch crash are unrelated tokenizer/model-loading failures." + "reason": "Model loading failure for cjvt/sleng-bert vs Mistral tokenizer regex crash; different models and causes." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "add-new-model-like mapping failure and flex_attention compilation failure are different subsystems." + "reason": "Tokenizer mapping-name add-new-model-like bug vs compiled flex_attention torch version issue; unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." + "reason": "Perplexity regression on gpt-oss-20b vs runtime special-token post-processor update bug; no overlap." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag regression are different failures." + "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; separate internals." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading and non-persistent buffer initialization are separate v5 regressions." + "reason": "Both are broad v5 regressions, but one is model loading/base_model_prefix and the other is junk-filled non-persistent buffers; different root causes." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature related, but one is an unsupported center argument regression and the other concerns _torch_extract_fbank_features specifically; not clearly the same bug." + "reason": "Both are audio feature-extraction reports, but one is an unsupported center argument in LasrFeatureExtractor and the other is a separate _torch_extract_fbank_features issue." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template-node compilation error are unrelated." + "reason": "Mistral image-preprocessor dtype mismatch vs template-compilation TypeError; unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error and sleng-bert loading failure are unrelated." + "reason": "Molmo tied-weights attribute error vs sleng-bert tokenizer load failure; different model bugs." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model families and different load failures; no shared underlying bug." + "reason": "Two different model-loading failures for different checkpoints, with different underlying causes." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code AutoConfig field loss and PagedAttentionCache linear_attention crash are unrelated." + "reason": "Missing fields from trust_remote_code AutoConfig vs Qwen3.5 linear_attention cache crash; unrelated." } ] }, @@ -3992,8 +3998,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -4079,7 +4085,7 @@ "issue:44062|issue:44451", "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "45986dde68a6e305ae9354a62d9aa220ed2e20b911220f1aa280020e0bdc56fa", + "prepared_review_unit_hash": "e3a2dbafa7dd9188e63f8eb7a0f32c77dafc95490454b9d625cc476dedba4515", "component_budget": { "node_count": 392, "item_count": 392, @@ -4101,204 +4107,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bug reports spanning tokenizers, processors, generation, offloading, and model-specific regressions. The only clear duplicate pair is the two identical Qwen2_5_VLProcessor.apply_chat_template crash reports.", + "summary": "The set is mostly a collection of unrelated issues that only share broad subsystem keywords. The only clear duplicate is the pair about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`.", "confidence": 0.94, - "canonical_issue_reason": "No single canonical duplicate target emerges from the cluster: the issues cover many unrelated models and code paths, with only one exact duplicate pair present.", + "canonical_issue_reason": "Issue 44514 is the earlier and clearer report; issue 44545 is essentially the same batched-input/padding=False crash and should be treated as its duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, issue 43873 is the broadest and most active report, but it is still not a true umbrella duplicate for the rest of the cluster.", + "best_issue_reason": "Issue 44514 is the best representative because it is the cleanest canonical duplicate target and has the more complete, earlier report text.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different failures on different paths/models: Qwen3 auto device mapping cuda assert vs Llava Next load-time segfault." + "reason": "Different failure modes: CUDA assert under auto device mapping vs segmentation fault while loading Llava Next models." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization/version regressions, but one is a perplexity regression and the other is a general tokenization change report; not the same bug." + "reason": "One is high perplexity on a specific GPT-OSS model; the other is a broad tokenizer-version regression with no matching concrete bug." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom processor.tokenizer access and image passing regression is a different processor API break than the generic tokenization-change report." + "reason": "Custom processor/tokenizer access regression is not the same as a tokenizer output change across versions." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different Qwen3-related generation/distribution problems; one is auto device mapping, the other is tensor-parallel behavior." + "reason": "Both involve large-model parallelism, but the concrete bugs and code paths differ materially." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Unrelated bugs: Qwen3-MoE sliding window behavior vs StableLmConfig missing pad_token_idx." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to StableLmConfig missing pad_token_idx." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different model/code-path regressions: CamemBERT masked LM output vs Qwen recurrent cache state reset." + "reason": "Both mention generation/model behavior, but one is masked LM prediction drift and the other is recurrent-state reset in modular Qwen3.5 code." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenization internals, but one is runtime special-token post-processing and the other is Granite token IDs; different underlying defects." + "reason": "Runtime post-processor updates and Granite tokenizer ID regression are different tokenizer issues, not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Device-mapping CUDA assert and a 3d_parallel.py runtime failure are unrelated." + "reason": "CUDA assert on Qwen3 differs from inability to run `3d_parallel.py`." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py execution issue." + "reason": "Importing `GenerationMixin` and running `3d_parallel.py` are unrelated failures." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading; different bugs." + "reason": "Video-input processing error in Qwen3OmniMoe is not the same as Qwen3VL `weight_only=True` loading failure." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Tokenizer crashes on NER/padding vs AttributeError on MLuke tasks are distinct model-specific failures." + "reason": "Different tokenizers and failures: NER/padding crash vs AttributeError on tasks." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor _tokenizer crash in serve is unrelated to Qwen3.5 streaming inference failures." + "reason": "Serve crashes due to missing `_tokenizer` are not the same as streaming inference failures in chat/completions." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token post-processor updates are not the same as the broader tokenization-version regression report." + "reason": "A runtime special-token update bug is distinct from a version-wide tokenization regression report." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void segmentation maps and Bark voice_preset are unrelated processor bugs." + "reason": "Void segmentation maps and Bark voice preset are unrelated processor bugs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A documentation typo and stale docs about removed pipeline tasks are related only by docs, not the same issue." + "reason": "A typo in cache strategies is unrelated to removed pipeline-task docs." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different root causes." + "reason": "Deepseek tokenizer drift and Granite tokenizer ID regression are separate model-specific tokenizer bugs." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model loading/runtime problems." + "reason": "Qwen3Moe FineGrainedFP8 failure and Llava Next segmentation fault are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both touch offloading/loading, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." + "reason": "Both involve loading/offload, but the concrete failures and affected paths differ." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label-drop bug and SAM3 text/box behavior are unrelated." + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are unrelated." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Torch.compile SDPA failure and BigBirdTokenizer special-token decode bug are unrelated." + "reason": "torch.compile+SDPA failure in Bamba is not the same as BigBirdTokenizer special-token registration bug." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact duplicate: same title, same method, same crash condition on batched input with padding=False." + "reason": "Near-identical title and described failure: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `from_config` failing to unwrap `text_config`." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch during CPU offload and tokenizer special-token registration are unrelated bugs." + "reason": "CPU offload device mismatch and BigBirdTokenizer special-token registration are different bugs." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token update failure is not the same as DiaConfig losing custom token IDs after save/load." + "reason": "Runtime post-processor updates and DiaConfig custom token IDs after save/load are distinct issues." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Trainer token-count tracking and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A config warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + "reason": "A LoRA warning about `tie_word_embeddings` is not the same as incorrect visual encoder keys saved by Qwen3.5." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load regressions, but they target different models and there is no evidence of the same root cause." + "reason": "Both are tokenizer-loading problems, but they appear model-specific and do not point to the same root cause." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite multimodal config unwrapping and CPU-offload rotary embedding compatibility are different Qwen 3.5 bugs." + "reason": "Composite-config unwrapping and CPU-offload rotary embedding incompatibility are different code paths." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantized offloading problems and a T5 apex memory leak are unrelated." + "reason": "Quantization offloading behavior and T5 using apex FusedRMSNorm memory leak are unrelated." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword collision and ScandiBERT loading failure are unrelated tokenizer issues." + "reason": "`AddedToken()` keyword conflict and tokenizer loading failure for ScandiBERT are different problems." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different code paths." + "reason": "Perceiver positional interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is broadly heterogeneous, and the one exact duplicate pair (issue:44514 / issue:44545) is directly supported by identical titles. The soft-edge verdicts are conservative and generally justified by distinct model/path or bug descriptions, without overclaiming broader duplicate relationships." + "feedback": "The analysis is grounded in the packet and stays conservative on soft-edge matches. The only clearly supported duplicate pair is 44514/44545, and the rest of the false verdicts are reasonable based on the issue titles and available metadata." }, "evaluator_used": true, "retried": false, @@ -4314,8 +4320,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -4399,7 +4405,7 @@ "issue:30064|issue:36010", "issue:43720|issue:43819" ], - "prepared_review_unit_hash": "cd067ad4395f82def11681ba1362f2d63c3bb29c67a705e871cc75d4426bf217", + "prepared_review_unit_hash": "acee2615f5ef472b0914e9c4897b98b3087179bd165ec0d4aaf4c6e01dee6003", "component_budget": { "node_count": 392, "item_count": 392, @@ -4421,186 +4427,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a very heterogeneous set of issues with only superficial keyword overlap (Qwen, tokenizers, offload, quantization, multimodal processors). I do not see any true duplicate pair here, so no soft edge should be merged.", - "confidence": 0.99, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: the items span unrelated models, tokenizers, processors, training loops, and version-specific regressions. None of the soft pairs look like true duplicates or mergeable PRs for the same concrete bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: the set does not collapse to one underlying bug; the items are from many different subsystems and model families.", + "canonical_pr_reason": "No PRs are present in this cluster, so there is no canonical PR.", + "best_issue_reason": "No clear global best issue: none of the issues meaningfully represents the whole mixed set.", + "best_pr_reason": "No PRs are present in this cluster, so there is no best PR candidate.", "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Both involve model loading/configuration, but they are different models and failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Different model families and failure modes: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Unrelated bugs: loading physical-intelligence/fast on newer transformers vs PIL image processors incorrectly requiring torchvision." + "reason": "Both are loading-related, but one is a specific model load failure and the other is a PIL/image-processor torchvision dependency regression." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Different problems and code paths: Qwen3-MoE sliding_window behavior vs missing Float8 storage type during deserialization." + "reason": "Qwen3-MoE sliding_window behavior and Float8 storage import failure are unrelated bugs." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Both are training-related, but one is Qwen2-VL multi-GPU training and the other is progressive generation with inputs_embeds/past_key_values; not the same bug." + "reason": "Multi-GPU training for Qwen2-VL and progressive generation with inputs_embeds/past_key_values are different issues." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both concern tokenizer internals, but one is runtime special-token post-processor updates and the other is BigBirdTokenizer mask token registration/empty decode output." + "reason": "Tokenizer post-processor runtime updates and BigBirdTokenizer mask-token decode failure are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different subsystems and failures: flash_attention sink-less model handling vs from_config not unwrapping text_config for Qwen multimodal configs." + "reason": "Different code paths: flash_attention sink-less crash vs from_config not unwrapping composite Qwen text_config." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both relate to offline/cache behavior, but one is tokenizer cache loading in HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex." + "reason": "Both involve offline/tokenizer loading, but one is cache loading with HF_HUB_OFFLINE and the other is an unconditional model_info() call in mistral regex patching." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Both mention training/eval or gradient behavior, but one is gradient checkpointing in eval mode and the other is gradient explosion with HfDeepSpeedConfig + ZeRO-3." + "reason": "Gradient checkpointing in eval mode is a different problem from abnormal gradient growth under HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different failures: Qwen3.5 input-embeddings unpacking with TRL SFT trainer vs trainer.evaluate() failing after trainer.train()." + "reason": "TRL SFT input-embeddings unpacking and trainer.evaluate() after trainer.train() are separate training lifecycle bugs." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Similar multimodal/documentation flavor, but one is SigLIP2 doc example/model-processor mismatch and quantization errors; the other is OmDet-Turbo processor/model image-size mismatch." + "reason": "Documentation/example errors and an OmDet-Turbo processor/model size mismatch are not the same underlying bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer bugs, but the concrete issues differ: dynamic special-token post-processing vs LayoutLMv2Tokenizer crashes on NER inputs and batching." + "reason": "Runtime special-token/post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer issues." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen-related config issues, but pad_token_id missing in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both touch classification config propagation, but one is Qwen3.5 num_labels wiring and the other is zero-loss behavior for single_label_classification with num_labels=1 across sequence-classification models." + "reason": "Both touch classification config, but num_labels propagation and degenerate zero-loss with single_label_classification are distinct defects." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different memory/offload problems: T5 silently using apex.FusedRMSNorm vs Qwen3_5MoeTextRotaryEmbedding not being CPU-offload compatible." + "reason": "T5 Apex RMSNorm memory leak and Qwen3_5Moe rotary embedding CPU-offload incompatibility are unrelated." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both concern Qwen/VL model loading or behavior, but one is weight_only loading error and the other is incorrect video vision_position_ids in qwen2.5-vl." + "reason": "Different multimodal model/version bugs: Qwen3VL weight_only loading vs Qwen2.5-VL video vision_position_ids." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve Mistral-regex-related tokenizer behavior, but one is a crash on backend_tokenizer access and the other is a Kimi-K2.5 regression with incorrect codec handling and warning text." + "reason": "Both mention tokenizer regex handling, but the Mistral backend_tokenizer AttributeError and Kimi-K2.5 codec/warning regression are not the same bug." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Completely different models and bugs: BarkProcessor voice_preset handling vs Qwen3 auto device mapping CUDA assert." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are model behavior regressions, but SigLIP2 nonsensical outputs and CamemBERT masked-LM predictions are unrelated code paths." + "reason": "SigLIP2 nonsensical outputs and CamemBERT masked LM prediction errors are different model-specific regressions." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Both mention quantization/loading issues only at a very high level; SigLIP2 doc/example bugs are not the same as quantization offloading not working as expected." + "reason": "Docs/example mistakes do not match the quantization/offloading behavior reported here." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Both involve training/runtime behavior, but gradient checkpointing in eval mode is unrelated to T5 using apex.FusedRMSNorm and its memory leak." + "reason": "Gradient checkpointing eval-mode behavior and a T5 memory leak are unrelated." }, { "left": "issue:42915", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen-family config/runtime issues, but FineGrainedFP8Config failure and from_config not unwrapping text_config are distinct bugs." + "reason": "Both involve Qwen 3.x, but FineGrainedFP8Config failure and composite-config text_config unwrapping are different code paths." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different failure modes: Deepspeed ZeRO-3 init with BertModel index error vs _torch_extract_fbank_features() issue." + "reason": "DeepSpeed ZeRO-3/BertModel init failure and _torch_extract_fbank_features() are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal model forward-path bugs, but one is Qwen3OmniMoe video input validation and the other is Gemma 3n variable-name collision causing audio_mel_mask AttributeError." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma 3n audio_mel_mask variable collision are different model bugs." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "A broad similarity around model outputs, but CLIPOutput attentions assignment and RTDetrV2 output drift in v5 are different models and regressions." + "reason": "CLIPOutput attentions assignment and RTDetrV2 differing outputs in v5 are not the same issue." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Unrelated tokenizer/audio issues: fbank feature extraction vs add-new-model-like failing for TOKENIZER_MAPPING_NAMES." + "reason": "Audio fbank extraction and add-new-model-like failure inside TOKENIZER_MAPPING_NAMES are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Generic validation logic vs a specific classification-loss degeneracy; same area, but not the same bug or fix." + "reason": "Input validation error messaging and the zero-loss classification regression are different problems." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated model/config issues." + "reason": "PatchTSTMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor void segmentation-map handling is unrelated to the GenerationMixin import error." + "reason": "Void segmentation map processing and GenerationMixin import failure are completely different bugs." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different models and mechanisms: BitNet packed-weight unpacking during accelerate loading vs DAC.from_latents missing STE mismatch." + "reason": "Packed-weight unpacking during accelerate loading and DAC.from_latents/STE mismatch are distinct model/runtime issues." } ] }, @@ -5207,8 +5213,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -5293,7 +5299,7 @@ "issue:41720|issue:43540", "issue:42915|issue:43742" ], - "prepared_review_unit_hash": "84a430744d9ee1bb61d0354e2880b2bc9f0c93dd4363a56b17b515441b5c7746", + "prepared_review_unit_hash": "4080b1a852aaaea31239a695218c42092f155d668e244d45c5a31af92a0d17fe", "component_budget": { "node_count": 392, "item_count": 392, @@ -5315,192 +5321,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar at the subsystem level (tokenizers, multimodal processors, loading, device/offload issues) but do not look like the same underlying bug. I would keep them separate.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45701 is the broadest umbrella in the set for version-dependent tokenization regressions and is the least specific/common representative if one issue must anchor the cluster.", + "summary": "This cluster is noisy and spans many unrelated Transformers regressions (tokenizers, loading, multimodal processors, device mapping, and training APIs). I do not see any safe duplicate pair to merge.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate canonical stands out, but issue:43749 is the strongest representative by activity and inbound references, and it sits on a high-impact loading-regression path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best global representative because it is broad, user-facing, and closer to a cross-cutting regression than the model-specific or one-off implementation bugs here.", + "best_issue_reason": "issue:43749 is the best overall anchor for the cluster because it has the most traction and reflects a core loading-path regression that is more central than the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different subsystems and symptoms: float8 storage loading vs PIL backend requiring torchvision." + "reason": "Different subsystems: a storage/type error versus PIL image processor dependency requirements." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Both involve model usage, but the failures are different models and different paths (loading tests vs flash-attention generation)." + "reason": "Different model/runtime failures: GLM-4.7 loading in tests vs Qwen3.5 flash-attention generation." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Vision model output issue vs processor input-size mismatch; not the same bug." + "reason": "Unrelated bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor output shape mismatch." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit label reduction bug is unrelated to an MPS attention correctness issue." + "reason": "Different code paths and domains: BEiT label reduction vs MPS attention correctness." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Doc/example errors for SigLIP2 do not match an MXFP4 quantization fallback bug." + "reason": "SigLIP2 docs/quantization example errors are unrelated to git-oss MXFP4 loading fallback." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both touch v5 compatibility, but one is an import error and the other is Jupyter custom-model initialization." + "reason": "Both involve Transformers 5 changes, but the concrete failures differ: import path breakage vs notebook custom-model initialization." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice preset and Trainer compute_loss signature are unrelated." + "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss are unrelated API bugs." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to DiaConfig token-ID persistence." + "reason": "Different components: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE loading with accelerate/deepspeed is unrelated to a multimodal token-counting video-branch bug." + "reason": "Qwen3 MoE loading with accelerate+deepspeed is unrelated to a multimodal token counting video-branch bug." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying in AyaVision and dtype propagation in Blip2 are different defects." + "reason": "Different defects: weight tying failure in AyaVision vs dtype propagation problem in BLIP2 loading." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo processor image-size output." + "reason": "Packed-weight loading in BitNet is not the same as OmDet processor shape handling." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure is not the same as MXFP4 quantization fallback." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to git-oss MXFP4 quantization fallback." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer behaviors and likely different code paths." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and have different concrete causes." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Accelerate/FSDP loading breakage is different from the unexpected _is_hf_initialized argument issue." + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights/_is_hf_initialized." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the torchvision backend requirement regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency handling." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode skip_special_tokens are separate processor bugs." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are separate processor bugs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: special-token insertion vs codec/warning handling." + "reason": "Different tokenizer regressions on different models and code paths." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code is not the same as not unwrapping text_config in AutoModelForCausalLM.from_config." + "reason": "Both touch config loading, but missing remote-code fields is not the same as failing to unwrap text_config in composite Qwen configs." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import failure and compute_loss kwarg mismatch are unrelated trainer/API regressions." + "reason": "ImportError for GenerationMixin and unexpected compute_loss kwargs are unrelated failures." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Hidden-state output bug in Qwen3.5 is not the same as a broad tokenization-change regression." + "reason": "Qwen3.5 hidden-state output bug is not the same as a broad tokenization version-change report." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token-count tracking and GPT-OSS perplexity are unrelated." + "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated training issues." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video token counting and batched video processor output shape are related only broadly; not the same concrete bug." + "reason": "Undefined video token-count helpers are not the same as batched video processor output shapes." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both mention video paths, but one is undefined helpers in token counting while the other is a model-family regression in v5.3.0." + "reason": "Both mention video paths, but the failing logic and affected models differ." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both are CPU-offload/device-placement issues, but they affect different models and code paths." + "reason": "Different device/offload bugs in different models and code paths." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE weight conversion and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Accelerate+deepspeed weight conversion and Qwen3-VL shape mismatches are different loading bugs." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained key mismatches are unrelated regressions." + "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained key corruption are unrelated regressions." }, { "left": "issue:45823", "right": "issue:45859", "accept": false, - "reason": "Both involve offload/device mapping, but Gemma4 PLE forward mismatch is not the same as Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Both mention offload/device behavior, but Gemma4 PLE mismatch and Qwen3_5Moe rotary embedding CPU-offload incompatibility are distinct." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights type handling and PIL backend torchvision dependency are unrelated." + "reason": "Model-loading init_empty_weights error is unrelated to image processor torchvision dependency requirements." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video input ValueError are different failures." + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video-processing ValueError are different failures." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to MobileLLM key loading error." + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are separate model-loading issues." } ] }, @@ -7411,8 +7417,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -7502,7 +7508,7 @@ "issue:45459|issue:45712", "issue:44857|issue:45072" ], - "prepared_review_unit_hash": "625bf2766c2e49dab8f7effbe3f73dc7f2330bc47dc41734496cf25308e0ca35", + "prepared_review_unit_hash": "bfb027ce0d5bdf1e32440c2024c8c2714ee33fbcc7746e9198c4876778f3bc62", "component_budget": { "node_count": 392, "item_count": 392, @@ -7524,228 +7530,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans unrelated bugs across tokenizers, modeling, CI, and flash-attention. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (45310/45478).", + "summary": "This cluster is mostly heterogeneous issue reports across unrelated models/components. The only clear duplicate pair is the repeated Qwen3.5 Moe `from_pretrained` regression report.", "confidence": 0.94, - "canonical_issue_reason": "issue:45310 is the earliest, clearest report of the same Qwen3.5 MoE from_pretrained failure also reported in 45478, so it is the best canonical issue.", + "canonical_issue_reason": "Issue 45310 is the earlier, cleaner report of the Qwen3.5 Moe `from_pretrained` failure and matches the later duplicate almost exactly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative because it is the same concrete bug as 45478 and is written as a focused reproducible regression report.", + "best_issue_reason": "Issue 45310 is the best canonical representative because it is specific, actionable, and has a near-identical duplicate in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Different bugs: chat template/tool-call handling vs qwen2.5-vl video position IDs." + "reason": "Both are multimodal/chat-template related, but one is a tool-call tokenization crash and the other is a Qwen2.5-VL vision position-id bug; different failure modes." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different subsystems and failures: CPU offload device mismatch vs qwen3_omni_moe length helper behavior." + "reason": "CPU offload device mismatch in Bark-small is unrelated to a qwen3_omni_moe feature-length helper bug." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Unrelated: Gemma text-only mm_token_type_ids defaulting vs flash-attention sink-less s_aux=None crash." + "reason": "Gemma 4 text-only mm_token_type_ids handling and a flash_attention aux-state crash are separate issues." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different concrete bugs: SwitchTransformers sparse-layer config vs Bamba SDPA/torch.compile failure." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA behavior are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output regression is unrelated to qwen modular recurrent-state reset." + "reason": "Pegasus output drift across Transformers versions is not the same bug as qwen recurrent-state resets with cache." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules." + "reason": "Both are import errors, but for different missing symbols and different code paths." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Model-loading prefix handling and Qwen3-VL weight-shape mismatch are separate issues." + "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are distinct loading problems." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Tokenizer repo-file selection is unrelated to removal of is_torch_fx_available for trust_remote_code." + "reason": "Tokenizer.json precedence and removal of `is_torch_fx_available` affect different subsystems and symptoms." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 documentation example errors and BeitImageProcessorFast label reduction are not the same bug." + "reason": "SigLIP2 docs/quantization errors and BeitImageProcessorFast `reduce_labels` behavior are unrelated." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different runtime failures: unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device placement with `device_map=auto`." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Trust_remote_code FX helper removal is unrelated to Deepseek tokenizer output regression." + "reason": "A missing utility symbol in v5 and Deepseek tokenizer correctness regression are different problems." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Metrics label truncation in gather_for_metrics is different from Beit fast processor reduce_labels behavior." + "reason": "Batch-gather label truncation and Beit fast image processor label reduction are not the same underlying bug." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + "reason": "Sparse-layer creation in SwitchTransformers and BigBird mask-token registration are unrelated tokenizer/model issues." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same Qwen3.5 MoE from_pretrained error on transformers>=5.4.0; 45478 is a duplicate of 45310." + "reason": "Same exact Qwen3.5 Moe `from_pretrained` error report with matching title and symptom; later duplicate of the same bug." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to unexpected key warnings for position IDs." + "reason": "DAC latent decoding mismatch and unexpected position-id keys are different model behaviors." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve flash-attention-related code, but one is an s_aux=None crash and the other is CPU-offload incompatibility in a different model path." + "reason": "Both mention flash-attention/CPU-offload-adjacent code, but one is an aux=None crash and the other is a rotary-embedding offload incompatibility." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA compile failure is unrelated to a GraniteSpeech stale CI test override." + "reason": "SDPA compile failure in Bamba and a stale GraniteSpeech device override test are unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe length computation." + "reason": "Python 3.13 IndentationError in DebertaV2 import is not the same as qwen3_omni_moe length-helper behavior." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one TypeError are unrelated." + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` TypeError are different CI/runtime issues." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to BEiT semantic-segmentation pretrained loading with a legacy field." + "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are unrelated." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are unrelated." + "reason": "SwitchTransformers sparse-layer bug does not match the qwen3_omni_moe helper-function issue." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc example failures are not the same as position-id key warnings across models." + "reason": "SigLIP2 documentation/quantization problems are not the same as position-id key warnings." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to Python 3.13 flash_attn import_utils KeyError." + "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 flash_attn import KeyError are distinct." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is a different bug from unexpected position-id keys." + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are unrelated symptoms." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output regression and Deepseek tokenizer regression are different code paths." + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are different models and failure modes." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer adding extra spaces after added tokens is unrelated to embedding reinitialization in post_init." + "reason": "Tokenizer extra-space handling and post_init reinitializing embeddings are unrelated." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to dtype mismatches in bfloat16 inference." + "reason": "SwitchTransformers sparse-layer construction and dtype mismatches in bfloat16 inference are different bugs." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech CI stale-device-override are different issues." + "reason": "Packed-weight loading in BitNet and GraniteSpeech device override failures are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss omission are unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU OOM are different problems." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 regression is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are not the same underlying bug." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer BOS/EOS behavior and Gemma3 NaN embeddings from sliding-window attention are unrelated." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings with sliding-window attention are unrelated." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and float16 AMP crash in LwDetrImageLoss are different bugs." + "reason": "Bark CPU-offload device mismatch and LwDetr AMP crash are different device/dtype issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer protobuf error handling and leftover dummy class cleanup are unrelated." + "reason": "Tokenizer error masking with protobuf missing and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "LwDetrImageLoss AMP crash and bfloat16 dtype mismatch are different failures." + "reason": "AMP crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge rejections. The only accepted duplicate pair, issue:45310 / issue:45478, is well supported by identical titles and the earlier date for 45310. The summary accurately reflects that the rest of the cluster is mostly unrelated noise." + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The only clearly supported duplicate is issue:45310 / issue:45478, and the summary does not overclaim additional matches." }, "evaluator_used": true, "retried": false, @@ -8066,8 +8072,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -8151,7 +8157,7 @@ "issue:43526|issue:44186", "issue:43824|issue:44279" ], - "prepared_review_unit_hash": "dd9c4c163e8b46ce634c3c1e9a6eed0bbca3b2c77000b7671a3a36ab192bb3e0", + "prepared_review_unit_hash": "882968f4e47295737a01154b440a0001c295b45c46f9b78ae3d87670358f534f", "component_budget": { "node_count": 392, "item_count": 392, @@ -8173,186 +8179,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broad and mostly heterogeneous: the soft links are driven by shared Transformers subsystems and regression language, not the same underlying bug. All soft pairs should be rejected as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43723 is the broadest and most generic loading-regression report in the set, so it is the weakest but most usable anchor if one issue must represent the cluster.", + "summary": "All soft pairs look like false positives: they share broad areas like transformers, multimodal models, or serving, but not the same concrete bug or code path.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue in this set; the items cover unrelated regressions, model-specific bugs, and documentation/examples rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the best umbrella-style issue because it describes a general AutoTokenizer loading failure, but it still does not cover the many model- and processor-specific reports here.", + "best_issue_reason": "No single issue is a strong global representative because the set is heterogeneous and the soft similarities are mostly superficial.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Both involve tokenizer/task failures, but they are different concrete bugs on different models and code paths." + "reason": "Different models and failure modes: MLukeTokenizer task error vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Both mention generation/eos behavior, but one is a Gemma-3 config mismatch and the other is a Qwen3.5 flash-attention generation issue." + "reason": "Gemma-3 eos-token config mismatch is unrelated to Qwen3.5 flash-attention generation problems." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "These are separate regression reports in different components: feature extractor argument handling vs video-input regression for multiple Qwen VL models." + "reason": "Unsupported center arg in LasrFeatureExtractor is a different bug from Qwen video-input regression." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "torch.export / torch_compilable_check failure is unrelated to Wav2Vec2 tokenizer save/load issues." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated bugs." + "reason": "Flash Attention 2 test failures and void-segmentation processing are unrelated bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both crash in serving, but one is KV-cache continuation indexing and the other is Gemma4Processor missing _tokenizer." + "reason": "Both involve serve, but one is KV-cache tensor indexing and the other is a missing Gemma4Processor attribute." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Both are model-specific vision issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is SigLIP2 inference nonsense outputs." + "reason": "Dummy Conv2d in Sam3PixelDecoder does not match SigLIP2 model/pipeline output issues." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Both mention CLIP/SigLIP-style models, but one is a MacOS bus error and the other is a documentation example/model-processor mismatch plus quantization failure." + "reason": "MacOS bus error on a community CLIP model is unrelated to SigLIP2 documentation example errors." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated issues." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are different code paths." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor image-size mismatch and RT-DETR memory release are different problems in different subsystems." + "reason": "Processor/model input-size mismatch is unrelated to RT-DETR memory not being released." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and Gemma4 processor loading/import failure are not the same bug." + "reason": "Auto-docstring annotation handling is unrelated to Gemma 4 processor import failures." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are unrelated model-implementation issues." + "reason": "Smollm3 RoPE-layer omission and DeepSeekV3MoE divergence are different model implementation bugs." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading regression and MPS attention correctness are separate code paths and behaviors." + "reason": "Tokenizer loading in v5 is unrelated to MPS attention correctness with mismatched head dimensions." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different resource-management problems." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are not the same defect." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import dependency failure and transformers serve processor attribute failure are related to Gemma4 but not the same concrete bug." + "reason": "Gemma4 import dependency failure is distinct from serve crashing on a missing _tokenizer attribute." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift and tensor-parallel OOM are distinct issues with no shared failing code path." + "reason": "Embedding dtype drift in eval is a different issue from Qwen2-57B tensor-parallel OOM." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR indexing are different processor bugs." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated trainer behaviors." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate problems." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading of FastSpeech2ConformerTokenizer are different tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration and FastSpeech2Conformer AutoTokenizer loading are different tokenizer bugs." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss handling are unrelated model/training issues." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss handling are unrelated model changes." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are both GPU problems but not the same failure." + "reason": "Qwen3 auto device mapping CUDA assert is not the same as Gemma4 multi-GPU OOM." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype mismatch and multimodal token counting with undefined video helpers are unrelated." + "reason": "Training/eval dtype drift and multimodal token counting with undefined video helpers are different bugs." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and GenerationMixin import failure are different regressions." + "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are distinct model config bugs." + "reason": "Qwen3-VL pad_token_id loading failure is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast and MacOS bus error on CLIP are unrelated runtime failures." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to the CLIP MacOS bus error." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation and category-count runtime error are different problems." + "reason": "Flash-attention generation issues and category-count limits are different failure modes." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are separate tokenizer/processor bugs." + "reason": "Both are tokenizer/image-processing related, but one is reduce_labels truncation and the other is NER padding/truncation crashes." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2_5_VL import failure and a generic dependency issue with transformers are not the same underlying issue." + "reason": "Specific Qwen2_5_VL import failure is not the same as a generic dependency issue." } ] }, @@ -13125,8 +13131,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-392", "nodes": [ @@ -13215,7 +13221,7 @@ "issue:43867|issue:45216", "issue:42994|issue:44655" ], - "prepared_review_unit_hash": "dcc5aa4a013feee77bf589a5ba6dde21fc6941b9e3b81b35d6bc689dd9b548d5", + "prepared_review_unit_hash": "e527c17d9643afcb7aa4aa57ff8fe8832b904d9c122bb88f421bb4769e230c6e", "component_budget": { "node_count": 392, "item_count": 392, @@ -13237,222 +13243,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of Transformer issues with only superficial keyword overlap. The proposed soft pairs do not look like the same underlying bug or change; they span unrelated import errors, save/load regressions, processor crashes, training failures, and compile/runtime warnings.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the set is not a coherent duplicate cluster, and the soft pairs are mostly unrelated by code path.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated import errors, saving/loading regressions, chat-template issues, testing-utils bugs, and model-specific training/inference problems. I found no pair that clearly shares the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No true duplicate hub stands out because the set is mixed; if a placeholder canonical is needed, issue 43986 is the most representative concrete bug report (clear repro, actionable loading failure, some discussion).", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a good global representative for dedupe; the items are too diverse and none of the soft pairs match the same concrete defect.", + "best_issue_reason": "Issue 43986 is the strongest representative by specificity and diagnosability, but it should be treated as a standalone report rather than a duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Both are loading-related, but one is a local_files_only network request bug and the other is a missing embed_tokens.weight in UMT5Encoder; different code paths." + "reason": "Different failures: local_files_only/network behavior vs missing embed_tokens weight during UMT5 loading." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video AutoProcessor import handling and tokenizer mapping fallback are unrelated failures." + "reason": "AutoProcessor video-model crash without torchvision is unrelated to tokenizer mapping returning None." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "A testing utility bug and a Qwen3_5 rotary embedding offload issue are different subsystems." + "reason": "Testing-utils bug vs Qwen3_5Moe CPU-offload incompatibility are unrelated code paths." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and quantization offloading behavior are not the same bug." + "reason": "Removed tie_embeddings API and quantization offloading behavior are different issues." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction issue are not the same defect." + "reason": "Wrong tokenizer decoder type is not the same as a reproduction of an older separate issue." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor video-model import failure and chat template crashing on tool-call messages are separate code paths." + "reason": "Video-model loading without torchvision is unrelated to batched chat-template tokenization crashes." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Testing utils race conditions and xdist capture are related only at a broad testing level, not the same bug." + "reason": "Same file area, but one is a generic testing_utils bug and the other is an xdist race on captured_info.txt." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision in AutoProcessor loading and Gemma 4 processor import breakage are different dependency issues." + "reason": "Missing torchvision for video models is unrelated to ReasoningEffort import failure breaking Gemma 4 loading." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "A removed model config API and stale pipeline docs about return_all_scores are unrelated." + "reason": "API removal and documentation mismatch about return_all_scores are not the same bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video AutoProcessor loading and a testing_utils bug do not share a concrete failure path." + "reason": "Video processor loading and a testing_utils bug do not share the same underlying cause." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py failure and a testing utils issue are unrelated." + "reason": "3d_parallel.py failure is unrelated to the testing_utils.py bug." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation-message behavior and saving Pipeline objects are different problems." + "reason": "Pipeline task-support messaging and save_pretrained pipeline serialization are different problems." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing utilities and flash_attention sink-less-model crash are unrelated." + "reason": "Testing-utils issue and flash_attention sink-less crash are unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weight loading and save_pretrained shard-size question are not the same issue." + "reason": "Model weight loading and max_shard_size default behavior are not the same issue." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 compile warning and Bamba SDPA compile failure are distinct compiler/backends problems." + "reason": "A warning about bfloat16 precision is unrelated to a compile-time SDPA failure in Bamba." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are unrelated." + "reason": "xLSTM training blockers are unrelated to Bamba SDPA torch.compile failures." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "A PyTorch warning during compile and a tie_word_embeddings warning in Qwen3.5 are different warnings with different causes." + "reason": "PyTorch warning during compile and a tie_word_embeddings warning in Qwen fine-tuning are different symptoms." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline tokenizer cache loading and gradient checkpointing in eval mode are separate behaviors." + "reason": "Offline cache loading regression is unrelated to gradient checkpointing in eval mode." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and a Qwen3_5 infinite-loop generation bug are unrelated." + "reason": "Quantized model save failure is unrelated to a Qwen3_5 infinite-loop generation bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Model dequantization save failures and pipeline save_pretrained failures are different save paths." + "reason": "Saving dequantized models and saving Pipeline objects are different save paths with different failures." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "OpenAI-compatible chat/completions routing and Qwen2.5-VL chat template batching are not the same bug." + "reason": "Chat/completions API request rejection is unrelated to apply_chat_template batching crashes." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Generic compile warning and compiled flex_attention failure on newer torch are different failures." + "reason": "Different compile-related issues: precision warning vs flex_attention runtime failure on newer torch." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing is_offline_mode and missing Qwen2_5_VLForConditionalGeneration are separate import regressions." + "reason": "Both are import errors, but for different missing symbols in different packages and code paths." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing layer_type_validation and unexpected API requests with local_files_only are unrelated." + "reason": "Removed configuration_utils symbol import and local_files_only network behavior are unrelated." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat/completions request rejection and assistant tool-call template crash are different layers of the stack." + "reason": "API request validation and assistant tool-call chat templating are different failures." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP-related, but one is attentions missing from CLIPOutput and the other is hidden_states missing from CLIPVisionModel.forward; not the same concrete bug." + "reason": "Different CLIP v5 regressions: attentions not assigned vs hidden_states missing." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3/VL loading issues and fp8 support request are not duplicates." + "reason": "General Qwen3-VL-Moe loading bug and fp8 inference support request are not the same bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3.5-VL MoE loading regression and state_dict-sorted load_model error are different load-time bugs." + "reason": "Qwen3VL-Moe loading regression and sorted-state_dict load error are different load-path issues." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling with SDPA/FlashAttention are unrelated." + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling config are unrelated." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "OpenAI API request rejection and Qwen2.5-VL video vision_position_ids are different bugs." + "reason": "Chat/completions request handling is unrelated to Qwen2.5-VL video vision_position_ids." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores and inability to save Pipeline objects are unrelated." + "reason": "Docs mismatch for return_all_scores and pipeline serialization failure are unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are different attribute regressions." + "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are different attribute errors." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are both save/load themed but not the same defect." + "reason": "Generic load error with sorted state_dict and Qwen3.5 save_pretrained regression are not the same underlying bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure and Pipeline save_pretrained failure are different save code paths." + "reason": "Quantized model saving failure and inability to save Pipeline objects are different save failures." } ] }, @@ -13795,8 +13801,8 @@ "review_unit_count": 45, "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-15354-392", "nodes": [ @@ -14125,8 +14131,8 @@ "review_unit_count": 45, "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-15354-392", "nodes": [ @@ -14507,8 +14513,8 @@ "review_unit_count": 45, "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-15354-392", "nodes": [ @@ -16276,8 +16282,8 @@ ], "soft_pairs": [ "pull_request:39895|pull_request:43424", - "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", @@ -16295,154 +16301,154 @@ "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "0d29c97773f93d624dfca062d790de1cff5692ca75dfb035a9a5b2230e5fd66e", + "prepared_review_unit_hash": "96bf7125b236f5dc8d123aa48d42745a15b3df7129e3b65b913ee207e74cfe35", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35204, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35204, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs. The only true duplicate pair is the two `fixed_cross_entropy` changes (PRs 43251 and 43254), which target the same underlying loss-function fix for issue 43240. Everything else is a different model, docs, or test-only change and should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43240 is the shared underlying bug for the loss-function changes; both 43251 and 43254 are fixing that same `fixed_cross_entropy` kwargs handling.", - "canonical_pr_reason": "PR 43254 is the cleaner canonical representative: it directly adds supported kwargs to `fixed_cross_entropy` with the same code-path fix, while 43251 is a near-identical variant tied to the same issue.", - "best_issue_reason": "If an issue must be chosen for this cluster, 43240 is the only clear canonical issue because it is the explicit target of the duplicate loss-fix PRs.", - "best_pr_reason": "PR 43254 is the best global representative of the duplicate pair because it is the more straightforward implementation of the same `cross_entropy` kwargs support change.", + "summary": "This set is mostly a grab bag of unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` patches (43251 and 43254), which target the same issue and same code path; all other soft-similarity pairs are too broad or clearly different changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the cross-entropy kwargs fix: it directly targets issue 43240, patches the shared helper in the intended way, and is the clearer of the two near-identical variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest standalone PR in the only real duplicate pair; it is a focused bugfix with an explicit issue link and broader, cleaner coverage than 43254.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model addition vs Executorch dynamic-shape test only." + "reason": "Different changes: VideoPrism model addition vs. an ExecuTorch dynamic-shape test." }, { "left": "pull_request:41855", - "right": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Different changes: Mistral tokenizer utility methods vs Executorch export test coverage." + "reason": "Unrelated feature areas: Mistral tokenizer API methods vs. adding MobileLLM." }, { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method fix is unrelated to adding the MobileLLM model." + "reason": "Tokenizer method fix and ExecuTorch export test are not the same bug/change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-creation robustness work is unrelated to MobileLLM model addition." + "reason": "Both touch pretrained/processor loading only in a very broad sense; they fix different models and different problems." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix is unrelated to MobileLLM model implementation." + "reason": "Cross-entropy helper kwargs fix is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: loss utility kwargs support vs Mistral4 test/model fixes." + "reason": "Different targets: loss helper kwargs vs. Mistral4 test/model adjustments." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch test coverage and Mistral4 fixes are distinct changes." + "reason": "ExecuTorch dynamic-shape test does not match Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export tests do not match a new model implementation." + "reason": "Exportability test and new model implementation are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition and config-resolution fix are unrelated." + "reason": "Model addition and config-resolution fix are distinct changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model addition is unrelated to Falcon output-interface refactoring." + "reason": "Adding MobileLLM is unrelated to Falcon output-interface refactoring." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and Mistral4 test/model fixes address different models and code paths." + "reason": "Different models and different code paths; no shared concrete bug." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor is unrelated to the model-creation skill PR." + "reason": "Falcon refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and layrnorm/layernorm renaming are different bugs/changes." + "reason": "Mistral4 test fixes and `layrnorm` renaming are separate issues." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 fixes are unrelated to docs for audio/video processing components." + "reason": "Mistral4 testing/model fixes are unrelated to docs for audio/video processors." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model fixes are unrelated to config-resolution ordering." + "reason": "Model test fixes do not match the `cls.config` resolution order bug." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model-specific test fix is not the same as the model-creation skill PR." + "reason": "Shared auto/modeling filenames are incidental; one is a model PR, the other is a docs/skill scaffold." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the skill docs/model scaffolding PR are not the same change." + "reason": "Adding MobileLLM is not the same as adding the model-creation skill docs." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model addition is unrelated to docs for adding audio/video processors." + "reason": "MobileLLM model code and processor docs are different artifacts." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs implement the same concrete `fixed_cross_entropy` kwargs support fix in the same file and are plausible duplicates for issue 43240." + "reason": "Same underlying bug in `fixed_cross_entropy`, same shared helper, same issue target 43240; these are duplicate implementation variants." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet: the only pair with explicit shared-issue evidence is PRs 43251 and 43254, and they are mergeable as the same `fixed_cross_entropy` kwargs bugfix for issue 43240. The other pairwise judgments stay conservative and are supported by the diff previews (distinct models, docs, or tests)." + "feedback": "The assessment is well-grounded in the packet. All non-43251/43254 pairs are conservatively rejected as only soft-similar or clearly different changes, and 43251/43254 are correctly identified as the only mergeable same-bugfix pair because they touch the same helper in the same file and share issue target 43240. No evident overstatement beyond the packet." }, "evaluator_used": true, "retried": false, @@ -16469,12 +16475,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "8fd7a67a7b28d6ef54332d00878a69d875f366a2c18e18cb601f2744337c7603", + "prepared_review_unit_hash": "78353c94123f971b64c3f40c43ca133ce1fdff7b4c583072a5f85afc263a2e93", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -16482,7 +16488,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -16491,18 +16497,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 implements the base VibeVoice integration, while #42781 adds a separate realtime variant plus an acoustic tokenizer. Shared auto/model files reflect the same subsystem, not a duplicate code change.", - "confidence": 0.93, + "summary": "Both items are VibeVoice implementation PRs, but they are not the same concrete change: #40546 is the base VibeVoice integration, while #42781 adds a separate realtime variant plus an acoustic tokenizer and related generation/model updates. They overlap heavily by file path because #42781 extends the same subsystem, but it is not a duplicate merge candidate of the earlier PR.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the broader, earlier base implementation of VibeVoice and is the more canonical PR for the main model integration; #42781 is a later, narrower realtime follow-up.", + "canonical_pr_reason": "#42781 is the broader and more up-to-date VibeVoice PR, covering the realtime path and the acoustic tokenizer alongside the core model integration.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best PR representative because it covers the core VibeVoice addition end-to-end and is not a draft, whereas #42781 is a draft PR for a distinct realtime extension.", + "best_pr_reason": "#42781 is the best representative of the cluster because it contains the later, more complete VibeVoice work and subsumes the base implementation context.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice subsystem and some files, but the PRs target different concrete changes: base VibeVoice integration vs. realtime/acoustic-tokenizer extension. Not a single mergeable duplicate fix." + "reason": "Shared filenames reflect a common VibeVoice subsystem, but the change sets are not the same underlying feature: #40546 implements the base model, while #42781 adds realtime support and an acoustic tokenizer. They are related follow-up work, not duplicate PRs." } ] }, @@ -16532,7 +16538,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "441c42788a8270edf914d627337a297c391c773df12b803e0ea8918868b538e4", + "prepared_review_unit_hash": "c42c80c881d0c96ca69b5537803885ad027cee853e1d8f5c325054a812323847", "component_budget": { "node_count": 2, "item_count": 2, @@ -16554,18 +16560,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families and code paths: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated feature additions in different model families (TimesFM covariates vs. DINOv3 image classification), so this is not a duplicate cluster.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good canonical representative for a duplicate set because there is no shared underlying bug/change; if forced, the cluster has no valid PR anchor.", + "best_pr_reason": "No single PR is a good canonical representative because the items address different models and different changes; any choice would be arbitrary.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different tasks, and different code paths; one adds TimesFM covariate forecasting while the other adds DINOv3 image classification support." + "reason": "Different underlying features for different architectures and code paths; they do not look mergeable into one PR or like the same bug/change." } ] }, @@ -16660,46 +16666,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "089332678d6166adc99f0bdfc8e87ff4486446c1a616fc53a9d03e43ac093365", + "prepared_review_unit_hash": "c9907a1ec37f09a7f804609844aa4b0a2c8af30343572614eef6507d28ebefd8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10427, - "estimated_input_tokens": 2607, - "estimated_eval_tokens": 5470 + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10427, - "estimated_input_tokens": 2607, - "estimated_eval_tokens": 5470 + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are separate model-addition efforts (DeepSeek OCR, Isaac, and Kimi2-6), sharing only generic Transformers integration boilerplate. They are not duplicates of the same underlying change.", + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share some Hugging Face integration scaffolding, but they target different models, different files, and different code paths, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each pull request adds a different model with distinct files, configs, and implementation details.", + "canonical_pr_reason": "No canonical PR for duplicate triage: each PR adds a different model package and associated integrations, so there is no single underlying change to collapse them into.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good representative duplicate target because the PRs do not fix the same code path or implement the same model.", + "best_pr_reason": "No global best PR for deduplication: the PRs are unrelated feature additions rather than alternate fixes for the same bug/change.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and different integrations: DeepSeek OCR vs Isaac. Shared scaffold files are just normal model-registration boilerplate." + "reason": "Different model additions (DeepSeek OCR vs Isaac) with distinct model directories and docs; shared auto-registration files are generic scaffolding, not evidence of the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions: Isaac vs Kimi2-6. They touch similar auto-mapping areas but implement unrelated changes." + "reason": "Isaac vs Kimi2-6 are separate model integrations with different filenames and model code. Similar Hugging Face wiring is expected for new-model PRs, but they do not fix or add the same concrete feature." } ] }, @@ -16729,7 +16735,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "8b1299124250ef038da9be352b2f7e3a3c1f8f8666eded607573f7f867568f5b", + "prepared_review_unit_hash": "b09fb122c53437bed9b33a659e1a40ddb1f31b3611b1037754be5531dc1a010d", "component_budget": { "node_count": 2, "item_count": 2, @@ -16751,18 +16757,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different upgrade tracks and different action families. They are related by maintenance theme only, not the same fix/change.", - "confidence": 0.93, + "summary": "Two open PRs both update GitHub Actions dependencies in workflow files, but they target different actions and different maintenance goals: one is a broad Node 24 compatibility sweep, the other is specifically bumping docker/build-push-action to v6. They are related at the workflow-maintenance level, but not the same change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better representative because it is the more specific, theme-defining change: upgrading workflow actions for Node 24 compatibility across many workflows.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because its scope is broader and its title clearly describes the main maintenance intent: upgrading GitHub Actions for Node 24 compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best PR candidate overall since it clearly states the compatibility goal and covers the broader set of workflow action version bumps tied to that goal.", + "best_pr_reason": "PR 42975 is the best representative of the cluster since it covers the broader and more central workflow-action upgrade theme; PR 42976 is a narrower, action-specific version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: #42975 upgrades actions like checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action and a few other workflow actions to latest versions. They share workflow maintenance context but not the same concrete bug or mergeable change." + "reason": "Both are workflow dependency upgrades, but they change different actions and address different problems: 42975 updates multiple actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action. They are not the same underlying fix and would not plausibly be merged as one PR." } ] }, @@ -16805,7 +16811,7 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "e58d8ee4363bc81b9732f44f6fee2e8d82d975e9f5cc1413491375fe82da092e", + "prepared_review_unit_hash": "7f92cac352ce3feca71e086a66b59b42f07bc2616fb7895c7dfca6d931a08883", "component_budget": { "node_count": 7, "item_count": 7, @@ -16827,66 +16833,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: they cover separate model additions (ViT NEPA, Molmo, Molmo2, Lfm2 Audio, CTSM, PP-OCRv6) plus one distributed loading feature. Shared files are mostly boilerplate registry/docs updates, not the same underlying change.", - "confidence": 0.97, + "summary": "This is a noisy cluster of unrelated PRs that mostly happen to add new models or shared registration/docs changes. The overlapping filenames are generic auto-mapping/documentation plumbing, not evidence of the same underlying bug or feature.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists in this cluster. The items are independent feature PRs across different models or subsystems, so none is a canonical duplicate target.", + "canonical_pr_reason": "If a single anchor is needed, PR 45838 is the broadest self-contained model-addition change in the set, with multiple related model files plus tests/docs. That said, the cluster is heterogeneous and does not form a true duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR 45838 is the strongest standalone representative only in the sense that it is a complete model-support PR with concrete implementation and tests. It is still not a duplicate of the others, but it is the most self-contained among the set.", + "best_pr_reason": "PR 45838 is the most representative anchor only because it is a larger, fully fleshed-out model-support PR; it is not a better duplicate candidate than the others, just the most substantial single change in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo). Overlap is limited to docs/auto-registration boilerplate, not the same code-path bug or change." + "reason": "Different models: ViT NEPA vs Molmo. Shared docs/auto-registration files are generic scaffolding, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2). Same generic model-addition pattern, but not the same implementation." + "reason": "Different model families: ViT NEPA vs Molmo2. Overlap is only in common registration/docs plumbing." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different models (ViT NEPA vs CTSM). Shared auto/docs edits are incidental." + "reason": "Different concrete additions: ViT NEPA vs CTSM. No shared bug or code path." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model integrations with different filenames and behaviors; not the same underlying change." + "reason": "Molmo and Molmo2 are distinct model lines with different implementations; not the same PR-worthy change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions." + "reason": "Molmo vs CTSM are unrelated model additions; shared framework files are too broad to indicate duplication." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are unrelated model additions." + "reason": "Molmo2 and CTSM are unrelated model families; the overlap is only generic model registration." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 Audio and PP-OCRv6 text recognition are different modalities and different model implementations." + "reason": "Audio model support vs OCR text-recognition models. Different tasks, model code paths, and test surfaces." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "One is pipeline-parallel loading support; the other is model support for PP-OCRv6. Different subsystem and different change." + "reason": "Pipeline-parallel loading infrastructure is a separate cross-cutting feature, not the same change as PP-OCRv6 model support." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM and PP-OCRv6 text recognition are different model additions, not mergeable as one fix." + "reason": "CTSM and PP-OCRv6/PPLCNetV4 are different model families; shared auto/docs edits do not make them duplicates." } ] }, @@ -16919,52 +16925,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "05078b5f0ebfd4b7a0f0442028c9256abd073b292d5dcbfea248d21340ff68d5", + "prepared_review_unit_hash": "2d1edca20f4033d07b7f4e9d3c2bf111b081c608ffc96229075859e56f3c4631", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7090, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7090, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs do not look like duplicates: one is a Whisper decode/tokenization fix, one is a test-only CLIP/ViT PR with unrelated assertions, and one is a broader FP8 dequantization/loading fix for Mistral. The only similarity is generic \"fix\" wording.", + "summary": "These PRs are not duplicates: one is a Whisper tokenizer/test fix, one is a nonsensical CLIP/ViT test-only change, and one is a broader FP8/dequantization fix across loading and quantization code. They do not appear to address the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantial and representative change set in the cluster, with a concrete code-path fix spanning model loading and FP8 dequantization rather than a narrow model-specific tweak or test-only edit.", + "canonical_pr_reason": "PR 44815 is the most substantive and concrete code fix in the set, with changes in model loading and FP8 quantization code plus related model/test updates. It is the best representative of a real bug-fix change, unlike the test-only or unclear PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest candidate to keep as the cluster representative because it contains the clearest, multi-file functional fix and is the least obviously incidental of the three.", + "best_pr_reason": "PR 44815 is the strongest standalone fix candidate because it targets a specific dequant/loading path and spans coherent implementation changes, making it the best representative of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding vs. CLIP/ViT test assertions; different models, different code paths, and the second PR appears test-only and unrelated." + "reason": "Both touch tests, but they fix different things: Whisper tokenizer decoding vs. unrelated CLIP/ViT test edits. No shared underlying bug or mergeable combined change is evident." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode logic and FP8 dequant/model-loading changes are unrelated bugs in different subsystems; no shared concrete fix path." + "reason": "Whisper tokenizer/timestamp decoding is unrelated to FP8 dequantization and model loading. Different subsystems and different code paths." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "A test-only CLIP/ViT PR does not match a Mistral FP8 dequantization fix; they do not appear to address the same underlying change or bug." + "reason": "The CLIP/ViT test-only edits do not correspond to the FP8/core loading fix in 44815. They are not the same bug and would not plausibly be merged as one PR." } ] }, @@ -16994,7 +17000,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "254d39ac4469588b5b02cca2ecc509fb5fc0dc6ee5cab41a2d96b1c13b0ac415", + "prepared_review_unit_hash": "91dcd6fd64a892094d356281aa2e99654c085319497a4940c9ba6d44236c869d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17016,18 +17022,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: #43488 is a small repo-bot/versioning test change, while #43532 is a larger workflow/CI diff-display change. They only share a test filename and do not appear to fix the same underlying code-path problem.", - "confidence": 0.94, + "summary": "Two open '[don't merge]' PRs, but they are not duplicates: one is a repo-bot/version-format test change, the other is a broader CI/workflow/diff-display change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must serve as the cluster representative, #43532 is the better canonical choice because it is the broader, more coherent CI/workflow change; #43488 is a separate narrow repo-bot/version bump test PR.", + "canonical_pr_reason": "No canonical PR: the PRs target different code paths and different purposes.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the stronger representative PR because it has the larger, clearer change set and a more substantive end-to-end purpose than #43488.", + "best_pr_reason": "No clear best PR for a duplicate cluster; the shared Vit test file appears incidental rather than indicating the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different purposes and code paths: #43488 touches setup/versioning and a ViT test for a repo-bot check, while #43532 rewires CI/comment workflows and related utilities. Shared test filename alone is not enough to treat them as the same change." + "reason": "Reject: 43488 changes setup/version/dependency test scaffolding, while 43532 rewires CI/comment workflows and testing utilities; they only overlap on a Vit test file and do not address the same underlying bug or change." } ] }, @@ -17057,12 +17063,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "b685725e55f10d1132e569131698e94f64699464d637259e335f90f00985077c", + "prepared_review_unit_hash": "bd93c4a494392cae4ab6176e63f753030a588929624482c823156a56b2e7414e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17070,7 +17076,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17079,18 +17085,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share framework/docs scaffolding, but they target different tasks and model integrations, so they should not be deduplicated.", + "summary": "These PRs are related by shared documentation/pipeline scaffolding, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They should not be deduplicated.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 and 43613 are different pipeline features with different task names and model/test coverage, not the same underlying change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, 43613 is slightly broader, but it is still a distinct feature from 43612 and should not subsume it.", + "best_pr_reason": "No single best PR for deduplication: they are separate pipeline additions with different code paths and model integrations.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. Shared scaffolding is expected, but the pipeline code, docs, and model/test targets are not the same change." + "reason": "Different underlying features and concrete implementations; shared docs/registry/test plumbing is not enough to treat them as the same change." } ] }, @@ -17120,7 +17126,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "cdac7247e34a1762717068b04d54689416b99cf4852cc08511e3e5ffe0f00eac", + "prepared_review_unit_hash": "6e0db7e77a75b6b0bba2280747342405b1dc3b46bebaae64f92cab1b6b2db6bb", "component_budget": { "node_count": 2, "item_count": 2, @@ -17142,18 +17148,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate trainer extensibility PRs in the same file, but they change different behaviors: gradient-accumulation loss scaling vs signature-column filtering. They are not duplicates and should stay separate.", - "confidence": 0.97, + "summary": "The two PRs both touch `trainer.py` but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling, the other factorizes signature-column inspection for column filtering. They are not duplicates and should not be clustered together as the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR #43651 adds a loss-scaling hook/property, while PR #43663 adds a signature-column helper for a different customization path.", + "canonical_pr_reason": "No single canonical PR: the two PRs address different Trainer behaviors and do not share the same underlying bug or feature.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the cleaner representative only in the sense that it is more self-contained, but it does not subsume PR #43663; the PRs solve different problems.", + "best_pr_reason": "PR #43651 is the more broadly impactful Trainer behavior change and the clearer representative of the cluster, but it is still not a duplicate of #43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file and same subsystem, but different concrete code paths and different extension points: one changes GA loss normalization, the other changes column filtering based on model signatures. They are not mergeable as one duplicate PR." + "reason": "Different code paths and goals: #43651 changes loss scaling during training/gradient accumulation, while #43663 adds an overridable helper for model signature column filtering. Same file only; not the same underlying fix." } ] }, @@ -17185,12 +17191,12 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "3e068c4c3985878850eef0b92546e20a9811673d8a9e657cb10fee73c9317406", + "prepared_review_unit_hash": "18c490d394b5dd79ea75465ad7b7bfcdff5592c1fd6ea2f8b80b26a00fa70226", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, + "serialized_chars": 5991, "estimated_input_tokens": 1498, "estimated_eval_tokens": 3252 }, @@ -17198,7 +17204,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, + "serialized_chars": 5991, "estimated_input_tokens": 1498, "estimated_eval_tokens": 3252 }, @@ -17207,30 +17213,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three open PRs against the same CLI serve module, but only 43836 and 43842 look like alternate fixes for the same TypeAdapter annotation NameError path. PR 43656 appears to address a different annotation/runtime typing issue and is not a true duplicate of the others.", - "confidence": 0.73, + "summary": "All three PRs are overlapping fixes for `src/transformers/cli/serve.py` TypeAdapter/annotation `NameError` issues; one is a broader postponed-annotations cleanup and the others are narrower string-literal/import fixes.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most focused fix: it directly addresses the TypeAdapter NameError when pydantic is absent with a minimal TYPE_CHECKING import plus quoted annotation, making it the cleanest representative of this bug.", + "canonical_pr_reason": "PR 43842 is the cleanest, most targeted fix for the `TypeAdapter` NameError in `cli/serve.py`, with a minimal change focused on the failing runtime annotation path.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best standalone PR candidate because it targets the concrete failure mode most precisely and with the smallest change surface.", + "best_pr_reason": "43842 is the best representative of the cluster because it directly addresses the concrete bug without the extra annotation cleanup/refactor seen in the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Both touch the same file and mention TypeAdapter, but 43656 looks like a broader typing/annotation cleanup while 43842 specifically fixes the pydantic-missing TypeAdapter import path. They do not read as the same concrete bug fix." + "accept": true, + "reason": "Both address the same runtime `TypeAdapter` annotation NameError in `src/transformers/cli/serve.py`; they differ only in implementation approach (future annotations vs quoted/type-only import handling)." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both are alternate fixes for the same underlying TypeAdapter NameError in cli/serve.py, using different annotation-handling approaches. They could plausibly be merged into one PR." + "reason": "Both appear to fix the same underlying `TypeAdapter`/annotation NameError in the CLI serve code path and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the packet evidence: 43836 and 43842 both plausibly fix the same TypeAdapter annotation runtime issue in the same file, while 43656 is more broadly about annotation handling and has a different issue target. The soft-edge verdicts are conservative enough, and I do not see an overstatement that would warrant rejection." + "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are about annotation/`TypeAdapter` NameError fixes. The pairwise soft-edge calls are conservative enough because the changes are mergeable into a single fix for the same bug family, with 43656 being the broader postponed-annotations variant and 43836/43842 being narrower string-literal/import variants." }, "evaluator_used": true, "retried": false, @@ -17354,8 +17360,8 @@ "pull_request:44066|pull_request:44072", "pull_request:44013|pull_request:44044", "pull_request:44066|pull_request:44086", - "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -17386,8 +17392,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44073|pull_request:44161", - "pull_request:44059|pull_request:44068", "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", "pull_request:44018|pull_request:44059", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -17405,8 +17411,8 @@ "pull_request:44018|pull_request:44129", "pull_request:43997|pull_request:44074", "pull_request:43997|pull_request:44129", - "pull_request:44010|pull_request:44018", "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", "pull_request:44010|pull_request:44044", @@ -17419,14 +17425,14 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "8c4b258c17b89778c8e82cb31b3ca7065e040ec77a28df3f9b44d66b00632b6b", + "prepared_review_unit_hash": "5537f499b6d97d82d54f2671563ab9b7a753a6173e9490c103b1a5d0ad596b68", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, @@ -17441,334 +17447,412 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors toward the same standardized output-tracing pattern, not one true duplicate set. I\u2019d only merge soft edges when the two PRs touch the same model/code path (not just the same meta issue #43979).", - "confidence": 0.88, + "summary": "Mostly parallel, model-specific output-tracing refactors. The only convincing duplicate family in the packet is the GPT-J/CodeGen line around 44722; the GPT-Neo and other shared-issue edges look like similarity neighbors, not mergeable duplicates.", + "confidence": 0.67, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the GPTJ/CodeGen duplicate subset: it covers the shared GPTJ tracing change, also updates CodeGen, and is explicitly tied to #43979.", + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen subgroup: it is the later, broader revision in the same files and the clearest true-duplicate candidate in the set.", "best_issue_reason": null, - "best_pr_reason": "44722 is the broadest clean example of the standardized output-tracing refactor among these PRs, with the clearest same-code-path overlap and the most complete scope.", + "best_pr_reason": "PR 44722 is the strongest single representative because it covers the same GPT-J/CodeGen code paths as the closest neighbors and looks like the most complete later revision.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families/files; same issue target alone does not make these duplicates." + "reason": "Different model families; the shared issue theme is too broad to make this a duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families/files; these are separate refactors under the same umbrella issue." + "reason": "Different model code paths; same tracking issue theme is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPTJ tracing change in the same file; 44066 looks like the broader sibling/superset." + "accept": false, + "reason": "44066 spans CodeGen + GPT-J while 44085 is GPT-J-only; similar, but not clearly the same concrete change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are different model-specific changes." + "reason": "Different backbones/model implementations; parallel refactors, not duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families/files; both are output-tracing refactors, but not the same change." + "reason": "EfficientNet is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families/files; same refactor theme is not enough." + "reason": "Different model families; same refactor theme only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model families/files; separate model-specific updates." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPTJ/CodeGen vs MGP-STR are unrelated concrete code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo file and same output-tracing refactor; these look like duplicate/superset versions." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families/files; not the same underlying change." + "reason": "Same standardized-output theme, but MPT and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "Same GPT-Neo area, but the packet only shows similarity and not a clearly mergeable identical edit." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPTJ/CodeGen and GPT-Neo are different model-specific changes." + "reason": "GPT-J/CodeGen vs GPT-Neo are separate model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families/files; only the meta refactor pattern is shared." + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPTJ/CodeGen are unrelated code paths." + "reason": "ResNet refactor is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different model families/files; not the same concrete bug or change." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model families/files; same issue target is too broad." + "reason": "ResNet and GPT-J are separate model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model-specific refactors." + "reason": "GPT-Neo and ResNet are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different model families/files; no concrete overlap beyond the umbrella refactor." + "reason": "ResNet and MPT are different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model-specific changes." + "reason": "GPT-Neo and Flaubert are separate model refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "Different model families/files; same refactor theme is not enough." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated concrete code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "Segformer and LongT5 are different model-specific refactors." + "reason": "GPT-Neo and Flaubert are unrelated refactors." }, { - "left": "pull_request:44017", + "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "Different model families/files; not the same underlying change." + "reason": "MPT and GPT-J/CodeGen are different model code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "Segformer and VisualBert are separate model-specific updates." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and MPT are different model families/files." + "reason": "GPT-Neo and GPT-J are separate model-specific refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44722", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "Different model families/files; same meta issue is not enough." + "reason": "GPT-Neo and MGP-STR are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated concrete code paths." + "reason": "GPT-2 and MGP-STR are unrelated model changes." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "Different model families/files; not the same bug/change." + "reason": "GPT-J and MGP-STR are different implementations." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPTJ/CodeGen are separate model-specific refactors." + "reason": "GPT-2 refactor is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and XLM/Flaubert are different model-specific changes." + "reason": "ViLT and XLM/Flaubert are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated concrete code paths." + "reason": "GPT-Neo and MPT are separate refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and XLM/Flaubert are separate model-specific refactors." + "reason": "SegFormer and LongT5 are unrelated model-specific changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "MPNet and LongT5 are different model families/files." + "reason": "SegFormer is unrelated to GPT-J/CodeGen output tracing." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and GPT-Neo are different model-specific updates." + "reason": "SegFormer and VisualBert are different implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and LongT5 are unrelated code paths." + "reason": "GPT-Neo and MPT are different model code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and SpeechT5 are different model-specific refactors." + "reason": "MPT and MGP-STR are unrelated refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "CVT/FNet and Segformer are different model families/files." + "reason": "RegNet and VisualBert are different model-specific changes." }, { - "left": "pull_request:44010", + "left": "pull_request:44017", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated concrete changes." + "reason": "SegFormer and MPT are unrelated model refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and VisualBert are different model-specific refactors." + "reason": "VisualBert and Flaubert are different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "Segformer and LongT5 are separate model-specific changes." + "reason": "GPT-2 and MPT are separate refactors." }, { "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are separate model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are distinct refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model implementations." + }, + { + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and XLM/Flaubert are different model families/files." + "reason": "TextNet and Flaubert are different model refactors." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated concrete code paths." + "reason": "MPNet and LongT5 are unrelated changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model-specific refactors." + "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and TextNet are separate model-specific changes." + "reason": "GPT-Neo and LongT5 are separate model changes." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and Segformer are different model families/files." + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are unrelated concrete code paths." + "reason": "SqueezeBert and DeBERTa v2 are separate model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are different model-specific refactors." + "reason": "DeBERTa v2 and TextNet are unrelated changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPTJ/CodeGen output-tracing refactor; 44722 appears to be the later consolidated version." + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; 44722 looks like the later, more complete revision." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPTJ tracing change in the same file; these could plausibly be merged into one PR." + "reason": "Same GPT-J output-tracing change in modeling_gptj.py; 44722 appears to be the later revision." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPTJ and SpeechT5 are different model families/files." + "reason": "GPT-J refactor and SpeechT5 refactor are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet refactor and RegNet/ResNet refactor are different changes." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated concrete changes." + "reason": "CVT/FNet and SpeechT5 are unrelated model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different model-specific refactors." + "reason": "DeBERTa v2 and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and Vits are unrelated code paths." + "reason": "DeBERTa v2 and Vits are unrelated model changes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the packet supports a cluster of related output-tracing refactors rather than one universal duplicate set, and the accepted soft edges are limited to same-file/same-code-path overlaps that look mergeable into one PR. The summary is conservative about the umbrella issue link, and the chosen canonical PR (44722) is well-supported as the best GPTJ/CodeGen representative." + "accept": false, + "feedback": "The cluster read is mostly grounded, but two soft-edge calls are too assertive for the evidence shown. In particular, 44018\u219444068 and 44066\u219444085 are treated as clear duplicates, yet the packet only supports them as similarity/issue-target neighbors, not clearly mergeable identical changes; 44066 also spans CodeGen + GPT-J while 44085 is GPT-J-only. The summary also overstates that the remaining PRs all share the same tracking issue, when several have no explicit issue target in the packet. A more conservative writeup is needed." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17802,70 +17886,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "bace331eb310592fe97c2291a946334fca8b4ccb479dde69ceec4ea7ca1379c4", + "prepared_review_unit_hash": "508780701f326b01f6789058b66f4e1701fc55188c4a807be582ea20f6f755f8", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17121, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific PRs that all modernize output tracing / standardized output capture, but they target different architectures and code paths. They are thematically similar, not duplicates or mergeable into one PR.", - "confidence": 0.92, + "summary": "These are model-specific PRs for the same broad refactor theme\u2014standardized output tracing/capture\u2014but they do not appear to be duplicates of one another.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a clear representative of the cluster: it has a concise title, touches the new standardized output-capture pattern directly, and the diff shows the core refactor (`capture_outputs`, `can_return_tuple`, `_can_record_outputs`) in a single model implementation.", + "canonical_pr_reason": "PR 44129 is the clearest representative: it has an explicit issue link, a focused SpeechT5 output-tracing refactor, and concrete code-path changes rather than just naming the pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best global exemplar because it most clearly expresses the common pattern across the cluster while remaining narrowly scoped to one model and one output-tracing refactor.", + "best_pr_reason": "PR 44129 is the strongest standalone example of the cluster because it is well-scoped, explicitly tracked, and most directly describes the standardized output-capture change.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different models (FocalNet vs ImageGPT) and different implementations; same broad refactor theme, but not the same concrete bug or change." + "reason": "Both are output-tracing refactors, but they modify different model code paths (FocalNet vs ImageGPT) and are separate model-specific migrations, not one underlying bug or change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated code paths; both adopt standardized output tracing, but these are separate model refactors and not one mergeable change." + "reason": "VisualBert and TextNet are different models with independent refactors; sharing the capture_outputs pattern is too broad to call them duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert, with model-specific output-hook wiring; similar pattern, but not the same underlying change." + "reason": "MPNet and VisualBert touch different architectures and layer stacks, so these are parallel refactors rather than the same concrete fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet changes are independent model migrations to the same infrastructure, not a shared bug fix or duplicate PR." + "reason": "These target different model implementations and do not appear to fix the same code-path problem." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different models with separate forward/output refactors; too broad to treat as the same PR." + "reason": "RegNet and SqueezeBert are unrelated model-specific output-tracing updates; same theme, different changes." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 target different architectures and output-signature changes; similar tooling migration, but not the same concrete code-path problem." + "reason": "SqueezeBert and SpeechT5 are separate model refactors, and 44129 is tied to its own issue target, so they should not be merged as duplicates." } ] }, @@ -17945,274 +18029,256 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "76571a9a9def5f8c3b1ce38534c5947b4453a10d72790e97389ab66de19b9a98", + "prepared_review_unit_hash": "caf725ee08d90c5d2e85b14bb0a9d6912127158cfe8cec3a8035a8d9a545c960", "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": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40167, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of parallel, model-specific refactors to adopt output-tracing / `can_return_tuple` patterns. They share a broad theme but do not appear to be duplicate fixes for the same concrete code path, so all soft edges are rejected.", - "confidence": 0.94, + "summary": "These are all model-specific \"refactor output tracing\" PRs that share a template but target different codepaths. I found no true duplicates among the soft-edge candidates, so all proposed matches are rejected.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it is a substantive output-tracing refactor across two closely related model files and introduces the shared capture/recording machinery, making it the most central example of the pattern.", + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it has the broadest concrete output-capturing change, spans related files, and is more technically substantial than the single-model refactors.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single anchor because it is broader and more infrastructure-like than the one-off model cleanups, while still clearly representing the cluster\u2019s core output-tracing refactor theme.", + "best_pr_reason": "PR 44003 is the best overall exemplar for this cluster because it shows the clearest, most central instance of the recurring output-tracing refactor pattern with explicit capture plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward/output code paths; same refactor theme, not the same change." + "reason": "Different model families (timm_backbone vs upernet); same refactor style, but not the same underlying change or mergeable PR." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated model paths; both refactor output handling but not the same bug or fix." + "reason": "Different codepaths and architectures; this is only a shared output-tracing refactor pattern." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations with no shared concrete code path; only a generic output-tracing similarity." + "reason": "timm_backbone and univnet are unrelated model implementations; not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba/falcon_mamba` use different architectures and forward logic; not mergeable as one PR." + "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); similar decorator/capture refactor, but not one duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and codepaths; only the refactor pattern overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are unrelated models; shared wording about output tracing is too broad to be a duplicate." + "reason": "Different model families (timm_backbone vs rwkv); same broad theme, not the same concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are different model code paths with different output objects; not the same underlying fix." + "reason": "Different models (mobilenet_v1 vs univnet); shared output-tracing cleanup only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different output plumbing; both are refactors, not duplicate fixes." + "reason": "Different model families (mobilenet_v1 vs upernet); not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` vs `depth_anything` are separate model-specific refactors with no shared concrete defect." + "reason": "mobilenet_v1 and depth_anything are distinct model implementations; this is not a duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "These touch unrelated encoder/decoder and image backbone code paths; similarity is only at the abstraction level." + "reason": "Different wrappers/models; only the refactor template is shared." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different subsystems and output contracts; not the same underlying change." + "reason": "mobilenet_v1 vs speech_encoder_decoder are unrelated codepaths; reject." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated model implementations; same refactor pattern, different changes." + "reason": "Different models (vision_text_dual_encoder vs univnet); similar output-handling refactor, but not one change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architecture and output signatures; no evidence they fix the same code-path issue." + "reason": "Different model families and files; no shared concrete bug or fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are distinct model families with no shared failing path." + "reason": "Different model stacks (vision_text_dual_encoder vs mamba/falcon_mamba); not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Separate model families and forward methods; only a generic output-tracing overlap." + "reason": "Different model families; same tracing refactor pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated; no shared concrete bug or mergeable combined fix." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44003", - "accept": false, - "reason": "Different model stacks and different output-capture mechanics; not duplicates." + "reason": "univnet and upernet are unrelated; this is only superficial similarity." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are separate model-specific refactors, not the same bugfix." + "reason": "Different model codepaths (univnet vs depth_anything/prompt_depth_anything); not a duplicate." }, { - "left": "pull_request:44002", - "right": "pull_request:44029", + "left": "pull_request:44001", + "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated code paths; same high-level theme only." + "reason": "Different architectures; shared refactor motif is not enough to merge." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba/falcon_mamba` change different model implementations and cannot plausibly be one PR." + "reason": "upernet and mamba/falcon_mamba are different model families; reject." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated models with different output APIs; not the same fix." + "reason": "Different model families (mamba/falcon_mamba vs superpoint); same output-tracing theme, but not the same concrete change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` and `codegen` modify different forward paths and output conventions; not duplicate PRs." + "reason": "Different codepaths (mamba vs codegen); only the refactor pattern overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated model implementations; similarity is only that both touch output handling." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "Different architectures and output contracts; no shared concrete bug/change." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "`upernet` and `codegen` are unrelated subsystems; not mergeable as one PR." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` have different forward signatures and output paths; too broad to duplicate." + "reason": "timm_backbone and codegen are unrelated; not the same bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are output-tracing refactors, but for different model families (`depth_anything` vs `vision_encoder_decoder`) and different code paths." + "reason": "depth_anything/prompt_depth_anything and vision_encoder_decoder are different models; reject." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate model-specific changes, not the same underlying issue." + "reason": "Different model families; shared helper import is not enough to duplicate them." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and different output contracts; only a thematic overlap." + "reason": "depth_anything vs superpoint are unrelated concrete codepaths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` refactor distinct implementations; no shared concrete bug." + "reason": "Different model families; same output-tracing refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are different model families with different output plumbing." + "reason": "depth_anything and dpr are different implementations; not a duplicate PR." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths; same refactor theme only." + "reason": "vision_encoder_decoder and speech_encoder_decoder are related wrapper types, but the actual codepaths and change contexts differ; too broad to treat as one duplicate." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different encoder-decoder stacks and output handling; not the same change." + "reason": "Different model families and files; reject." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are separate model implementations with no shared failure mode." + "reason": "Different models (vision_encoder_decoder vs rwkv); not the same change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and different forward/output logic; not duplicate PRs." + "reason": "Different codepaths and model architectures; only superficial similarity." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated; output-tracing similarity is too broad." + "reason": "speech_encoder_decoder and superpoint are unrelated model implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` touch distinct model paths and output semantics." + "reason": "Different model families; same tracing refactor pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and output contracts; not the same underlying change." + "reason": "speech_encoder_decoder vs dpr are different codepaths; not a duplicate." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated models with different forward behavior." + "reason": "Different model families (superpoint vs rwkv); not the same concrete bug/change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` do not share the same concrete code path or bug." + "reason": "Different implementations and change contexts; reject." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model implementations; same general refactor pattern, not a duplicate fix." + "reason": "rwkv and dpr are different model families; shared refactor motif is insufficient for duplicate triage." } ] }, @@ -18245,52 +18311,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "edb556165b2e3c6b50ae9d14866add3f843b53adb72d82b352748caff6c54fb7", + "prepared_review_unit_hash": "d87fb88bf306802163835b7f004498cd12f41f72dba25bb378663745e43b96aa", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share repository plumbing patterns, but they are not the same underlying change and should not be deduplicated.", - "confidence": 0.98, + "summary": "Three open PRs for adding different models (PenguinVL, DeepSeek-OCR-2, Voxtral-TTS). They share transformer scaffolding and docs/auto-registration changes, but they are distinct model implementations, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for a duplicate cluster here; the PRs implement different models. If one must be picked as the most representative, #45075 is the most anchored because it has an explicit issue target and a fuller, self-contained model integration, but it is still not a duplicate of the others.", + "canonical_pr_reason": "PR 45075 is the best representative if one is needed: it is a full model add with an explicit issue target, substantial implementation/test coverage, and broader repository integration. It is still not a duplicate of the other PRs.", "best_issue_reason": null, - "best_pr_reason": "#45075 is the most complete and structured of the three, with an explicit linked issue and broad integration work, but it should only be treated as a representative PR, not as the same change as the other two.", + "best_pr_reason": "PR 45075 is the strongest standalone PR in the set because it is the most anchored and complete, but the cluster does not contain duplicate PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs scaffolding is expected for new model additions, not evidence of the same change." + "reason": "Different model additions: PenguinVL vs Voxtral TTS. Overlap is only in shared registration/docs scaffolding, not the same code-path bug or change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model implementations: PenguinVL vs DeepSeek-OCR-2. They touch similar framework files but introduce unrelated architectures, processors, and tests." + "reason": "Different models and different implementation goals. Shared auto-mapping and docs files are broad integration points, not evidence of the same underlying change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and functionality: DeepSeek-OCR-2 vs Voxtral TTS. The overlap is only in generic Transformers integration files, so they are not the same PR-level change." + "reason": "DeepSeek-OCR-2 and Voxtral-TTS are separate model implementations with different files and behaviors; they only coincide on generic transformers boilerplate." } ] }, @@ -18320,7 +18386,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "a9e8623ca9c99c1c862dbe97653f089d2a1703b53431d09177a71c8d7b128c04", + "prepared_review_unit_hash": "e6b38a2f06c83d53669bfbae77b45122e42f98f00100f0b8a0c6e60198bc070f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18342,18 +18408,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in theme (module/kernel fusion), but they are not the same underlying change: one adds a general Module Fusion API, while the other wires KernelConfig-based n-to-1 fusion into model loading and integrations.", - "confidence": 0.9, + "summary": "The two PRs are related to fusion infrastructure, but they are not the same change: #44979 introduces a new module-fusion API, while #45363 adds n-to-1 kernel fusion wiring via KernelConfig and integration changes. They overlap conceptually, but not as duplicate fixes or mergeable one-PR equivalents.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the broader, end-to-end feature implementation: it touches model loading, integrations, and KernelConfig plumbing, making it the better representative of the cluster than the lower-level API scaffold in #44979.", + "canonical_pr_reason": "#44979 is the cleaner canonical representative of the cluster because it defines the core Module Fusion API itself, whereas #45363 is a more specific KernelConfig-based integration on top of that idea.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the most complete and user-facing change in the set; it demonstrates the actual fusion workflow and integrates it across the library, whereas #44979 is mainly a foundational API addition.", + "best_pr_reason": "#44979 is the best single PR to represent the cluster theme: it is self-contained, foundational, and directly about the fusion abstraction rather than an example or integration layer.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related area, but different concrete changes and code paths: #44979 introduces a standalone Module Fusion API, while #45363 implements KernelConfig-driven n-to-1 fusion integration. They could not reasonably be merged as one PR without conflating distinct layers of the feature." + "reason": "Related fusion work, but different underlying changes: one adds a module-fusion API, the other implements kernel-config-driven n-to-1 fusion integration. They do not look like the same bug or change." } ] }, @@ -18383,7 +18449,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "b9496540d462586eae3427e382e5059abc9daad5386b2365fba55d580a13cc61", + "prepared_review_unit_hash": "85a47b91c5a3a66b4d0ad0ad165e8446ca0233204f9c165fb613d69f611435f2", "component_budget": { "node_count": 2, "item_count": 2, @@ -18405,18 +18471,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file. PR #45317 is the stronger canonical candidate because it carries the same fix plus test coverage.", - "confidence": 0.98, + "summary": "Both PRs implement the same fix for `_patch_mistral_regex` in `tokenization_utils_tokenizers.py`; 45317 is the more complete version because it adds tests, while 45086 is essentially the earlier minimal patch.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it implements the same fix as #45086 and also includes test changes, making it the more complete change set.", + "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same AttributeError in the same code path as 45086 and also includes tests, making it the more complete representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best representative of the cluster: same concrete bug fix, same code path, and it adds validation via tests.", + "best_pr_reason": "PR 45317 is the strongest overall PR candidate because it contains the same fix plus test coverage, whereas 45086 is just the minimal implementation patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file; #45317 is a later, test-augmented version of the same change, so they are merge-equivalent enough to treat as duplicates." + "reason": "Same underlying bug and same file/change: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` in `_patch_mistral_regex` to fix the AttributeError. 45317 is a superset with tests, so these are mergeable as one PR." } ] }, @@ -18446,7 +18512,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "f1b228e661d35cc19ece2db3d53c86ed321d1f963a860b60736bc9108957ef84", + "prepared_review_unit_hash": "6cf91c564ea3f1ceb40b647300b54192eb5b689adfb50bb9a487006f4198ae5c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18468,18 +18534,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH-related PRs overlap on shared model files, but they are not duplicates: one is a refactor/conversion-mapping change, the other is a broader model-family split into dense/sparse variants with docs and tests.", - "confidence": 0.87, + "summary": "Two open NemotronH PRs touch overlapping model code, but they address different changes: one is a refactor/conversion-mapping inheritance update, the other is a broader split into NemotronH dense/sparse variants with docs and tests. They are related but not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete change: it introduces dedicated nemotron_h_dense/nemotron_h_sparse packaging, docs, auto-mapping updates, and tests, whereas #45115 is a narrower refactor focused on inheritance and checkpoint conversion renames.", + "canonical_pr_reason": "PR #45569 is the broader, more user-facing NemotronH architecture change and includes the new dense/sparse model surfaces plus docs/tests, so it is the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 best represents the cluster because it covers the end-state architecture and user-facing model organization for NemotronH, not just internal renaming/refactoring.", + "best_pr_reason": "PR #45569 is the strongest standalone candidate because it appears to implement the main intended model restructuring rather than just the supporting conversion/refactor work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files do not imply the same change. #45115 is a conversion/architecture refactor toward GraniteMoeHybrid-compatible naming, while #45569 splits NemotronH into dense/sparse model packages and adds docs/tests. They touch related subsystems but are different concrete changes and would not naturally merge into one PR." + "reason": "They share NemotronH-related files, but #45115 is mainly a conversion-mapping/refactor to GraniteMoeHybrid-compatible names, while #45569 is a broader model split and documentation/test update. They do not look like the same concrete fix and would not plausibly merge into one PR." } ] }, @@ -18509,7 +18575,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "fda8a7937bd06ad8b4986e85c21bcebd3da6a62f10d06dfb9e0495bc6dc77001", + "prepared_review_unit_hash": "1e292ea90364caf2eb05d1180da055756c14994a55bb1fe1678a127e360388af", "component_budget": { "node_count": 2, "item_count": 2, @@ -18531,18 +18597,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: #45333 adds per-layer heterogeneous config plumbing, while #45332 builds on that to add broader heterogeneous model/cache/modeling support. They share files and theme, but they do not look like the same concrete change.", - "confidence": 0.91, + "summary": "These are related feature PRs, but not duplicates: one adds heterogeneous per-layer config support, the other adds broader heterogeneous modeling/cache behavior built on top of that config layer.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "#45333 is the cleaner, more self-contained PR: it introduces the per-layer configuration foundation without the additional modeling/cache changes present in #45332.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it implements the actual heterogeneous model/runtime behavior, not just the config plumbing.", "best_issue_reason": null, - "best_pr_reason": "#45333 is the best representative of the cluster theme because it is the narrower foundational change; #45332 is a later, broader follow-on rather than a duplicate.", + "best_pr_reason": "PR #45332 is the best representative for the cluster because it covers the end-to-end heterogeneous support path and subsumes the smaller config-only foundation.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Do not merge: #45333 is config-only plumbing, while #45332 adds heterogeneous model/cache behavior and touches multiple runtime code paths. They are related and likely sequential, but not the same fix/change." + "reason": "They are adjacent pieces of the same feature area, but not the same concrete change: #45333 adds per-layer config plumbing, while #45332 adds modeling/cache behavior using that plumbing. They would not plausibly be merged as one duplicate PR." } ] }, @@ -18572,7 +18638,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "97f0812e47929da852c7e9566360b41f17e004479ec927ba5acfdd82e90c97b6", + "prepared_review_unit_hash": "3b99fdb7a22c2a9ae34be195a477e6fbaeeb2f8412d798db27d6a28546635d16", "component_budget": { "node_count": 2, "item_count": 2, @@ -18594,18 +18660,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs are related to typing cleanup, but they address different changes: one is a broad repo-wide type-checking sweep, the other adds specific typing protocols/helpers for core model-loading paths. They are not duplicates.", - "confidence": 0.89, + "summary": "These are both typing-related PRs, but they address different changes: #45415 is a broad repo-wide type-checking cleanup, while #45425 adds specific typing protocols/aliases and related fixes. They are similar in theme, not duplicates of the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and reusable typing-infra change, adding protocol aliases in _typing.py and wiring them into core utilities; PR 45415 is a broader type-checking pass across many files.", + "canonical_pr_reason": "PR #45425 is the more focused, concrete typing-infra change (new aliases/protocols and targeted fixes), whereas #45415 is a broad type-checking sweep across many files.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best standalone candidate because it makes a concrete, narrowly scoped typing change with clear code-path impact, whereas PR 45415 is an umbrella type-checking sweep across unrelated modules.", + "best_pr_reason": "PR #45425 is the better representative of the cluster because its scope is narrower and more self-contained, making it the clearest single change to track.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they do not fix the same underlying problem. 45415 is a broad type-checking enablement/cleanup PR across many files; 45425 adds specific typing protocols and modeling_utils-related support. They could both land independently." + "reason": "Both concern typing, but #45415 is a large general type-checking pass and #45425 is a specific set of typing protocol/alias additions; they do not look like the same concrete fix and would not plausibly be merged as one PR." } ] }, @@ -18640,7 +18706,7 @@ "pull_request:45817|pull_request:45843", "pull_request:45836|pull_request:45843" ], - "prepared_review_unit_hash": "dc05f245832eebd69d40f902f011df55be67eb2f2dcb6ae9e728e410f776af87", + "prepared_review_unit_hash": "4f65b93ec35f10c0b30cb387b9d0062dffe5ae2965cb9ef7cfd68b3fd43ddb2c", "component_budget": { "node_count": 4, "item_count": 4, @@ -18662,36 +18728,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate pull requests fixing different model-parallel issues in different model families; one PR is only a test skip. They are related by theme but not the same underlying change, so no soft merges should be accepted.", - "confidence": 0.94, + "summary": "These PRs are thematically similar around model-parallel/runtime compatibility, but they fix different model families and different concrete code paths. None of the soft pairs look like true duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the broadest and most representative concrete code fix in the set: it adjusts device placement for token type ids and updates model-parallel-related module lists across multiple affected models, with corresponding tests.", + "canonical_pr_reason": "PR 45487 is the best representative of the cluster: it fixes a concrete runtime device-placement bug in actual forward code for two related model families, rather than only adjusting tests or making a broader infrastructure change.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best overall representative PR because it contains an actual runtime fix rather than a test-only skip, and its changes are more central to the shared model-parallel failure mode than the narrower model-specific patches.", + "best_pr_reason": "PR 45487 is the strongest overall candidate because it addresses the clearest model-parallel failure mode with an explicit code fix and test coverage, making it the most useful exemplar for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel fixes, but they target different architectures and different root causes: AltCLIP/ChineseCLIP token-id device placement vs. Deimv2 backbone _no_split_modules propagation. Too different to treat as the same change." + "reason": "Both are model-parallel fixes, but they target different underlying bugs and code paths: AltCLIP/ChineseCLIP token_type_ids device placement vs Deimv2 no-split propagation." }, { "left": "pull_request:45487", "right": "pull_request:45836", "accept": false, - "reason": "PR 45836 is a test skip for MiniCPM-V/Qwen3.5 cache incompatibility, not a code fix for the same bug as 45487. Different problem and different scope." + "reason": "Not the same change: 45487 fixes runtime model-parallel behavior, while 45836 only skips failing tests for MiniCPM-V/Qwen3.5 cache incompatibility." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Gemma4 fixes a device-placement/helper and module-splitting issue in Gemma4; Deimv2 propagates _no_split_modules from a backbone. Same broad theme, but not the same concrete bug or mergeable PR." + "reason": "Different concrete problems in different model implementations: Gemma4 device/micro-architecture handling vs Deimv2 backbone split propagation." }, { "left": "pull_request:45836", "right": "pull_request:45843", "accept": false, - "reason": "Test-only skip for incompatible quantized cache is unrelated to Deimv2 model-parallel module splitting. Not the same underlying issue." + "reason": "One is a test-skip PR and the other is a code fix for Deimv2 model parallelism; they do not appear to be the same underlying bug or change." } ] }, @@ -18721,7 +18787,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "17044c1ce436e4b9fc9034c053ede3e9d160fe33424df392264b9902bc83af7f", + "prepared_review_unit_hash": "7b7d08b43c9d5c8b4ea8de299d8d2982907f722c2ecfcc46a1a6f6763c0d87de", "component_budget": { "node_count": 2, "item_count": 2, @@ -18743,18 +18809,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share the EP/transformers area, but they fix different bugs: one is about EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, the other about EP + FSDP2 rank-0 broadcast overwriting experts. They are not duplicates and should not be merged into one PR.", - "confidence": 0.93, + "summary": "Both PRs are about EP loading, but they address different concrete failures: PR #45548 fixes config/accelerate + DeepSpeed ZeRO-3 loading, while PR #45662 fixes expert tensors being overwritten during FSDP2/rank-0 broadcast. Shared subsystem is not enough to treat them as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45662 is the better representative because it targets a specific, concrete failure mode with a focused code-path fix (expert parameters being overwritten during shard/broadcast handling).", + "canonical_pr_reason": "No canonical PR: the two patches fix different code-path bugs in EP loading and should not be merged as one change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45662 is the strongest standalone PR in this cluster: the problem statement is precise, the affected path is clear, and the fix is narrowly aligned to that bug.", + "best_pr_reason": "If forced to pick a representative, PR #45662 is the broader EP-loading fix, but it is still not a duplicate of PR #45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP/loading, but 45548 fixes config serialization and EP detection for ZeRO-3/accelerate, while 45662 fixes expert parameters being overwritten during FSDP2/broadcast; different underlying bugs and code paths." + "reason": "Different underlying bugs and fix paths: #45548 preserves distributed_config for accelerate/ZeRO-3 loading; #45662 prevents expert parameters from being overwritten via post-shard wrapping under FSDP2/broadcast." } ] }, @@ -18784,7 +18850,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "2c646fcc1a3c36f0baeb4841a86bcd4832aa9914d85867b7e82ccf5144437d4c", + "prepared_review_unit_hash": "0f219a20c7e41a3eef2bde62c50aef1f52842d773c7fc5415276397f7f013561", "component_budget": { "node_count": 2, "item_count": 2, @@ -18806,18 +18872,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info collision problem in Transformers testing utilities. PR #45645 is the more complete fix because it includes the worker-safe file handling plus CI-side aggregation of multiple captured_info files, so it is the better cluster representative.", - "confidence": 0.89, + "summary": "Two overlapping PRs address the same xdist-safe captured_info logging bug; one is a narrower code-only fix, the other extends it to CI log collection and is the more complete patch.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it implements the xdist-safe artifact handling in code and also updates the CI workflow to read all captured_info shards, making it the more complete end-to-end fix.", + "canonical_pr_reason": "PR #45645 is the broader, more complete implementation of the captured_info/xdist collision fix and includes the CI-side handling needed to preserve logs.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 best represents the cluster: it fixes the same captured_info/xdist collision path as #45639 but with the fuller solution and supporting workflow changes.", + "best_pr_reason": "PR #45645 best represents the cluster because it fixes the core bug and also updates the workflow that consumes the generated artifacts.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist workers colliding on captured_info output. #45645 builds on the same helper change and adds the workflow logic needed to consume per-worker files, so these are mergeable into one combined fix." + "reason": "Both PRs target the same underlying captured_info xdist collision problem in testing_utils; #45645 is a superset of the same fix and could plausibly subsume #45639 into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b42b7063d8da54c9097a45914d0b5e85448e4e16..d03e1019d34505d97e450cd9df3c7d24acf6d34c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260509t120021z", + "analysis_id": "hybrid-model-20260509t180029z", "archived_artifacts": { - "hybrid": "snapshots/20260509T120021Z/analysis-runs/hybrid-model-20260509t120021z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260509T120021Z/analysis-runs/hybrid-model-20260509t120021z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-09T12:04:06Z", + "published_at": "2026-05-09T18:04:24Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260509T120021Z", + "snapshot_id": "20260509T180029Z", "variant": "hybrid" } diff --git a/snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.json b/snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..292186e8d6b42494bbfc382ae8b4c47573dd94c5 --- /dev/null +++ b/snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.json @@ -0,0 +1,1983 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260509T180029Z", + "generated_at": "2026-05-09T18:04:22Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43656, + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43836, + "code_similarity": 0.36, + "size_similarity": 0.176, + "file_overlap": 1.0, + "area_overlap": 0.051, + "patch_similarity": 0.048, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ] + } + ] + }, + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + }, + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.805, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.854, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 713, + 720 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 699, + 705 + ], + [ + 1301, + 1307 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.532, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.543, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3529, + 3536 + ], + [ + 3753, + 3787 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44002-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44002, + 44004, + 44029 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44002, + "right_pr_number": 44004, + "code_similarity": 0.125, + "size_similarity": 0.398, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.304, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44004, + "right_pr_number": 44029, + "code_similarity": 0.253, + "size_similarity": 0.925, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.456, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "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-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "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-44002-3", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44004, + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-3 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." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..b100d52c59f8a51afdc2d62527bf15504835f39b --- /dev/null +++ b/snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19027 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260509T180029Z", + "generated_at": "2026-05-09T18:04:22Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "6bf651a68b2d723bbbf9fa2370230f1543b4039ed2190305558c5fd903edea3a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely related by theme, but they describe different problems: tokenization mismatch, private-model auth/error messaging, and a generic model-loading failure. I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue #16618 is the most generic and discussion-heavy of the three, so it is the best representative if one must be chosen, but it still appears to be a distinct bug from the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue to anchor the cluster because it is the broadest model-loading report and has the most activity, but it should not subsume the others as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization behavior matching TensorFlow code is a different subsystem and failure mode from being unable to load a model." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is about the error shown when downloading a private model without login, while #16618 concerns failing to load 'bert-base-uncased'; same area, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "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:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:45800|issue:45823", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "f58c354d214dcb2df40150e9fa284b06a36d4ee3965eb8d0d583aa0bc5878760", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 71, + "serialized_chars": 48865, + "estimated_input_tokens": 12217, + "estimated_eval_tokens": 24690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated model-specific bugs and doc issues; only one pair looks like a true duplicate. The strongest duplicate is the Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43596 is the best representative because it states the core failure clearly and broadly (index 0 out of bounds with DeepSpeed ZeRO-3 and BertModel), and it has a strong duplicate counterpart in issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the clearest anchor for the shared Bert/ZeRO-3 out-of-bounds bug among the issues here; the rest are either different models, different error classes, or documentation cleanups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions API issue." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated problems: GPT-OSS on AMD GPUs vs an MPS histogram error in a MoE path." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and failure modes: image-preprocessor dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention dtype/runtime issues, but they are different models and different concrete code paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD GPU failure is not the same bug as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific runtime errors; no clear shared code-path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are model/runtime failures, but one is DeepSpeed ZeRO-3 collectives and the other is ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export issues: ModernBERT ONNX export vs Qwen3Moe FineGrainedFP8." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export and auto device-mapping cuda assert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 doc cleanups, but they fix different stale references (pipeline tasks vs run command)." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export bug is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are shape/device-style errors, but one is a mask/tensor index mismatch and the other is a Gemma4 PLE device-mapping bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Similar index errors, but one is a ZeRO-3 Bert initialization bug and the other is a generic mask-vs-tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad index-error wording, but the specific trigger differs: ZeRO-3 Bert init vs mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: generic mask index mismatch vs GPT-OSS MoE tensor-parallel problem." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Embedding unpacking with TRL is not the same as a mask/tensor shape mismatch." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is Bert ZeRO-3 index-out-of-bounds." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3 Bert bug with the same out-of-bounds error; 43638 is just a more specific reproduction." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different problems: detokenization regression vs LoRA save/load output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is not the same as LoRA merge/save/load inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are training-time failures, but FSDP checkpointing mismatch is different from the mask/tensor index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the concrete failures are different and not the same code-path." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index-out-of-bounds is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP size mismatch and CustomTrainer keyword mismatch are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different failure classes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and invalid method call are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute missing and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS MoE tensor-parallel issues are different." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRl SFT embedding unpacking failure is unrelated to GPT-OSS MoE TP behavior." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpoint/activation mismatch is unrelated to auto device-map cuda asserts." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and MPS histogram-not-implemented are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing error and image-preprocessor dtype mismatch do not share the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen-3-8B-NVFP4 runtime failure are different concrete problems." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is not the same as the MPS histogram error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime failure and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy path is not the same issue as Qwen3.5 embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both mention ZeRO-3 and index errors, but Gemma3 loading and Bert initialization are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they concern different removed references." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram-not-implemented are different runtime errors." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video processing failure is unrelated to the MPS MoE histogram issue." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "These are both floating-point/runtime issues, but not the same model, layer, or error path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer API keyword mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing bug and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy invocation and mask/index shape mismatch are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are separate docs issues: text-classification return_all_scores vs removed run command." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3-related index errors, but they occur in different model initialization paths." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Missing sliding_window_pattern and cudaErrorAssert on device mapping are not the same defect." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral-Mini is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Cross-entropy being called under Liger Kernel is unrelated to a video-processing StopIteration." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model loading failures for different checkpoints." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are loading/test failures, but they involve different models and likely different causes." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but Gemma3TextConfig and Qwen3-MoE are different config bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Generic mask/tensor shape mismatch and ZeRO-3 Bert index-out-of-bounds are not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version compatibility and Pydantic PretrainedConfig field breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert index-out-of-bounds is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model load failure and pydantic config-field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming API failure; not enough to treat as the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head weight tying and Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are shape/index runtime errors, but they are not the same code-path or model family." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:43596 vs issue:43638, is a plausible duplicate on the shared Bert/DeepSpeed ZeRO-3 index-out-of-bounds failure. The other pairwise rejections are appropriately cautious and do not overclaim equivalence based on generic similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 2, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "855b8f98540366ed93fc12f1017303dc3eb375868b28381b17c0260c71659dc5", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37471, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are false positives across unrelated model-, config-, and runtime-specific regressions. The only clear duplicate cluster here is the Transformers v5 non-persistent buffer corruption regression (43644/43950/44534).", + "confidence": 0.91, + "canonical_issue_reason": "issue:43950 is the clearest representative: it states the regression mechanism explicitly (`from_pretrained` corrupts non-persistent buffers) and matches the same underlying bug as 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global issue representative because it is the most specific about the root cause and regression scope, making it the strongest anchor for the duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: vLLM loading failure for PaddleOCR-VL vs adding GGUF/gpt-oss architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both involve config regressions, but the symptoms and fields differ (`pad_token_idx` vs `PretrainedConfig` pydantic breakage)." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/OOM regression vs tied-weights regression; unrelated code paths." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both mention MoE/GPT-OSS-like models, but one is a grouped_mm tracing failure and the other is a tensor-parallel support issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: autocast dtype mismatch in Phi MoE vs streaming chat/completions failure in Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Model-architecture support request vs streaming inference API failure; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Broad version incompatibility complaints, but one is remote_code breakage and the other is a torch/transformers mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing error vs missing Float8 storage type; different runtime failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing errors, but the shapes and triggers differ substantially." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a relative embedding-quality complaint and the other is a pipeline/AutoModel nonsense-output report; not clearly the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection issue is unrelated to torch-transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs Qwen3.5 input-embedding unpacking failure; different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT unpacking failure and an MPS histogram integer error are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; too different to merge confidently." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the affected models and symptoms are different." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization regression is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss is unrelated to GLM5." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttention linear_attention crash and tied-weights regression are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer algorithm discussion vs documentation typo; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is not the same as tied-weights regression." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to translation-model tied weights." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to Qwen3.5/TRL input embedding unpacking." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed CLI command doc issue are not duplicates." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl embedding unpacking failure vs GraniteMoEHybrid invalid method call; different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression in DeepSeek-Coder is unrelated to Qwen-3-8B-NVFP4 runtime failure." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same bug: v5 corrupts non-persistent buffers; the titles describe the same regression from two angles." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Direct duplicate: both report the non-persistent buffer corruption regression in Transformers 5.x." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen NVFP4 runtime error and GraniteMoEHybrid invalid method are different failures." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example errors for SigLIP2 are not the same as a broader text-embedding quality complaint." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Qwen3.5 RLHF gradient explosion." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs generic loading noise; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted duplicate cluster (43644/43950/44534) is supported by the titles. The other soft-edge rejections are conservative and do not overclaim sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43638", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:42491|issue:44368", + "issue:45685|issue:45823", + "issue:43975|issue:44451", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44991|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43792|issue:44220", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823" + ], + "prepared_review_unit_hash": "8491a9e4ac7e95899474a3eceebb38c3466f6ea5159376a1c3769c0c30fadff7", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38223, + "estimated_input_tokens": 9556, + "estimated_eval_tokens": 19368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated issue reports across different models and subsystems. The only clear duplicate families are the v5 docs/pipeline-removal reports and the SigLIP2 quality/discrepancy reports; the rest share only broad surface-level similarity.", + "confidence": 0.69, + "canonical_issue_reason": "43493 is the best anchor if choosing one issue: it explicitly describes the underlying SigLIP2 implementation discrepancy, which better captures the related SigLIP2 symptom reports than their symptom-only titles.", + "canonical_pr_reason": null, + "best_issue_reason": "43493 is the most informative and specific report in the set, and it best represents the underlying bug family rather than one narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failure modes and code paths: trainer API mismatch vs DeepSpeed ZeRO-3 index error." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "One is an import-name error for AutoImageProcessor; the other is a broad torch/transformers version incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different bugs: bad AutoTokenizer error message vs missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are type errors, but the missing keyword and missing storage-object problems are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": true, + "reason": "Both point to SigLIP2 behaving incorrectly in ways that suggest the same underlying implementation/discrepancy bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding-quality complaint is unrelated to the broader tokenization-version-change report." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems: flash-attn packed-sequence handling vs CPU-offload incompatibility in Qwen3.5 MoE rotary embedding." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad tokenizer error messaging and a GLM-4V loading failure are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is gradient checkpointing/LoRA behavior and the other is int4 CUDA reserved memory regression." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Unnecessary load-time noise is a logging/UX issue, not the same as failing to load a specific model." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "The first is a specific AutoConfig missing-fields bug; the second is a broad remote_code regression umbrella." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different areas: token detokenization regression vs import_utils KeyError on Python 3.13." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 correctness/discrepancy reports and plausibly reduce to the same underlying implementation bug." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization and AMD GPU runtime support are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "They both involve loading, but one is extra noise while the other is a specific model load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE training memory usage are different problems." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and distinct load failures." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/LoRA, but one is cross-version incompatibility and the other is a warning about tie_word_embeddings." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support in MoE and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different manifestations in different models; detokenization is not the same as failure to load a BERT checkpoint." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a Qwen2.5 VL class and a bitsandbytes Int8Params constructor mismatch are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code breakage is not the same as a Gemma4 forward-pass device mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-registration failure in tokenizer mappings is a different issue from broad remote_code regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device_map auto device mismatch are different execution-path bugs." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "A broad remote_code regression is not the same as a tokenizer codec/fix_mistral_regex regression." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error and the GLM5 issue are unrelated model-loading problems." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crashing and flash-attn2 fallback blocking are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same v5 docs issue: removed pipeline tasks still referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weights bug in Mistral3 is unrelated to non-persistent buffer corruption on from_pretrained." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and _torch_extract_fbank_features() complaints are too underspecified to treat as the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and remote_code regressions are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 with a non-pretrained BERT and Gemma4 PLE device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative. The summary matches the packet: most pairs are weakly related at best, while the v5 docs/pipeline-removal pair and the SigLIP2 cluster are the only defensible family-level matches. The SigLIP2 acceptances read as plausibly same-bug rather than proven exact duplicates, which is an appropriate level of caution." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45161", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45538", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43257|issue:43866", + "issue:43940|issue:45313", + "issue:45161|issue:45823", + "issue:43872|issue:44291", + "issue:41553|issue:44991", + "issue:42915|issue:43872", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:41553|issue:44488", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:44661|issue:45823", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43632|issue:45834" + ], + "prepared_review_unit_hash": "4b607d2ec926aaab8873b57691419f0a7c960514b90f29db57d09a5c35e7f423", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36777, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with a few loose thematic mini-clusters (custom model init/_is_hf_initialized, Qwen3.5 attention/position_ids, ZeRO-3 loading, tokenizer loading), but no strong duplicate group overall. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43646 is the broadest, most generic report in the custom-model-initialization regression family, so it is the best provisional issue canonical; however, the cluster is too mixed to treat this as a true single-duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the closest thing to a cluster representative because it captures the general Transformers 5 custom model initialization breakage without narrowing to a specific environment.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE conversion vs an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but they appear model-specific and not the same concrete bug." + }, + { + "left": "issue:45161", + "right": "issue:45823", + "accept": false, + "reason": "Tensor-parallel GPT-OSS MoE issue vs Gemma4 device-map mismatch; unrelated code paths." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Shared `_is_hf_initialized` theme, but one is bitsandbytes constructor incompatibility and the other is `init_empty_weights` loading." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizers, but one is a bad error message and the other is a real loading regression for a different model." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FP8/Qwen3Moe failure and bitsandbytes `_is_hf_initialized` incompatibility are distinct bugs." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model loading problems, but they involve different architectures and likely different fixes." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API keyword mismatch vs tensor mask shape mismatch; no shared code path." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both touch attention behavior, but one is Qwen3.5 RLHF NaNs and the other is a flash-attention `s_aux=None` crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both are training-related, but one is missing Qwen3 MoE weight conversion and the other is gradient averaging with GAS." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading problems for different models; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "`_is_hf_initialized`/bitsandbytes incompatibility is unrelated to CLIPTokenizer's absurd `model_max_length`." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The error text is similar, but there is no evidence these are the same underlying mask-shape bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen variants and video/position handling, but they are different regressions with different symptoms." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed and void segmentation map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF GPT-OSS support and Phi-tiny-MoE autocast dtype mismatch are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Gemma4 PLE device mismatch; separate failures." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3/GPT-OSS style models, but one is GGUF support and the other is sliding-window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both concern Qwen3.5 and attention, but one is torch.compile+SDPA and the other is flash-attention position_ids handling." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These look like the same Transformers 5 custom-model initialization regression, with one being a notebook-specific manifestation of the same bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF GPT-OSS support and missing Float8 storage are different compatibility problems." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Buffer corruption regression vs Qwen2.5-VL rope-index scaling bug; different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5 video/input handling, but one is a StopIteration video error and the other is embedding unpacking with TRL SFT." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import for a specific model class vs meta-device loading breakage; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FP8/Qwen3Moe and meta-device loading failures are different issues." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Cannot run 3d_parallel.py and GGUF GPT-OSS support are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping bug and Gemma4 PLE forward device mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both involve siglip2, but one is zero-probabilities behavior and the other is nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and Kosmos2.5 OCR long-input indexing are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the cluster being mixed. The chosen representative/canonical issue (43646) is reasonable, the one accepted soft-edge pair (43645\u201343646) is supported by the titles and appears mergeable as the same bug, and the rejection reasons for the other pairs do not overstate similarity. No PRs are present, as stated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43454", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45584", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:44155|issue:45584", + "issue:44877|issue:45030", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43317|issue:44756", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:45488|issue:45812", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:43404|issue:43454" + ], + "prepared_review_unit_hash": "230ca532b7367ac1ff35c6c1f129eb0e21193ca676efca0acc9278ecf032a488", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36454, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of distinct Transformers regressions; only one pair is a clear duplicate. The strongest canonical issue is the non-persistent-buffer junk regression, with the later issue being a near-verbatim repeat.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43644 is the earliest and clearest report of the exact same non-persistent-buffer regression later restated in 44534, and its wording is broad enough to serve as the canonical issue for that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best issue to anchor the cluster because it is the cleanest exact duplicate target among the soft edges and represents a concrete, reproducible regression rather than a model-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and different failure modes; both mention generation problems, but they do not describe the same underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config/loading validation, but the affected models and reported failures are different and not a clear shared code-path bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated errors: a Qwen3-vl video StopIteration versus a tensor mask shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "One is a DeepSpeed/BertModel zero3 init crash; the other is a tokenizer-mapping limitation in add-new-model-like." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: dequantized model offload loading versus mmap OOM on Strix Halo." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bug classes and code paths; one is zero3/BertModel indexing, the other is tokenizer mapping generation." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No shared underlying bug beyond both being errors; the model/config contexts are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is bad probabilities and the other is a documentation example with multiple setup errors; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate: both report Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5, but one is ZeRO-3 loading of language_model weights and the other is save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different concrete tokenizer behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures; no shared bug is evident." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the titles do not identify the same underlying defect or code path." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems: LoRA/qwen3_moe compatibility versus BitNet packed-weight handling." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading issues, but the reported model-specific failures are different and not clearly the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is not the same issue as FineGrainedFP8Config failure." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Training schedule math versus optimizer argument handling; unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "One is Qwen3 MoE LoRA compatibility; the other is resize_token_embeddings not propagating in Gemma4." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate+deepspeed is unrelated to GLM-4.7-Flash load failures." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Memory-usage complaint versus quantization/offloading behavior; too broad and not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different failure domains: Qwen3Moe FP8 config versus mmap OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-family loading failures with different symptoms and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model name, but the first is a docs-example error bundle while the second is an actual nonsensical-output regression; not clearly the same concrete bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is training inefficiency and the other is int4 quantization causing OOM; not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a custom-model notebook initialization issue." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Qwen3.5 packed-sequence misparse and the other is an AttributeError on sink-less models." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different products and failures: chat crash on Qwen3.5-35B versus Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they concern different models and no shared concrete defect is established." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar API surface, but different model families and different affected submodules; too little evidence for one duplicate bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regression families: ZeRO-3 weight loading versus visual-encoder key persistence." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but they are separate model classes and the titles do not establish the same concrete code-path defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted soft edge is well supported by the near-identical titles for issues 43644 and 44534, and the rejected pairs generally avoid overclaiming duplicate status when the packet only shows superficial similarity. Minor phrasing like \u201cexact same regression\u201d is a bit stronger than the evidence, but not enough to overturn the overall precision." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:43335|issue:45663", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:41720|issue:44155", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43425|issue:45823" + ], + "prepared_review_unit_hash": "7e515f94780e5771853fcab7e09f1d7169545ca5251face8b9c9fc6d151bd837", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38777, + "estimated_input_tokens": 9695, + "estimated_eval_tokens": 19646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are not duplicates and span unrelated bugs. The only strong duplicate set is the resize_token_embeddings regression pair, where the generic output_embeddings report is the broader representative.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the broadest, most model-agnostic statement of the resize_token_embeddings regression and cleanly covers the Gemma4-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best overall issue to represent the cluster because it names the core bug succinctly and is the most reusable canonical description among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different failures: an import/export breakage vs Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is `extra_state` save/load handling and the other is `init_empty_weights` argument compatibility." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention model loading, but they describe different model-specific problems and different root causes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is a Torch version incompatibility report; the other is a `torch.device(\"meta\")` loading regression." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated models and symptoms: documentation/example errors versus a GLM5 model issue." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state rebuilding are unrelated bugs." + }, + { + "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, but one is offloading behavior and the other is a CUDA reserved-memory/OOM regression." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug versus Qwen multimodal `text_config` unwrapping; different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different components: per-layer shared KV state rebuild versus rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo batched inference leak is unrelated to Gemma4 device placement during forward." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions affecting different model families and APIs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "One is an int4 quantization memory regression; the other is an mmap/OOM workaround for Strix Halo." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and mmap/OOM avoidance are distinct issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: `_is_hf_initialized` argument rejection versus MXFP4 quantization fallback behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is eval-mode prohibition." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Save permission propagation for auto-class files is not the same bug as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression; 45276 is the Gemma4-specific manifestation of the broader output_embeddings failure." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the RLHF NaN/SDPA math-fallback issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo batched inference leak are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL models and strict-config loading failure for granite_speech are different model families and paths." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer max_steps resume math are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 shared_kv_states rebuild are different attention bugs." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Different model-loading failures with no shared code path implied." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and mmap/OOM workaround are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings, but the affected targets differ (`output_embeddings` vs `decoder.embed_tokens`) and may require separate fixes." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Two separate model-loading failures for different checkpoints, with no evidence of the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to meta-device loading failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model init in notebooks and `extra_state` save/load are distinct custom-model workflows." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and mechanisms: MOE weight conversion under accelerate/deepspeed versus checkpoint loading for NemotronH." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and an autocast dtype mismatch are related only at a very broad level, not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap/OOM avoidance are unrelated runtime issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch do not describe the same failure." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of one issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and version-dependent tokenization changes are different behaviors." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 PLE device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The chosen canonical issue (issue:45292) is a reasonable broad representative of the resize_token_embeddings regression, and the only accepted duplicate pair (45276/45292) is well supported by the titles. The remaining soft-edge rejections are cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 7, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43611|issue:43645", + "issue:43931|issue:44863", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43856|issue:44756", + "issue:40990|issue:42947", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43883|issue:44488", + "issue:44488|issue:44987", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "410fd0b4ab5109e8cd52baa3e3ca2a2ec969590de2cd4b19785890feb2d88f6a", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37676, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "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 v5 regressions, model-loading edge cases, tokenizer issues, and docs problems. None of the soft pairs looks like the same concrete bug/change, so I would not deduplicate any of them.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the broadest representative model-loading regression in the set and is the best anchor for triage, though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the clearest umbrella issue among these mostly loading/regression reports, so it is the most suitable single issue to represent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 model-init/loading regressions, but one is about base_model_prefix handling and the other is custom model initialization in notebooks; different code paths." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint loading failures, but for different models and failure modes (shape mismatch vs NemotronH checkpoint/class incompatibility)." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "One is Torch version incompatibility, the other is a multimodal dtype mismatch; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs template-node compilation TypeError; different subsystems." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both touch docs, but they refer to different pipeline-task deprecations and different documentation pages." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression vs MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs Perceiver image-size interpolation bug; different paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading problems, but one is a MoE model-loading breakage and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs a mask/index shape error; no shared bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 compatibility vs TRL SFT embedding unpacking; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different errors in different code paths: storage lookup vs template compilation." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory usage in Qwen3 MoE training vs mmap/OOM on Strix Halo; not the same issue." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b vs LoRA gradient checkpointing ineffectiveness; different problems." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression vs CamemBERT MLM prediction regression; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 loading/inference corruption vs ModelOutput key assignment bug; different layers." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-tokens method conflict vs gguf_file loading regression; separate tokenizer bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling vs from_config text_config unwrapping; distinct serialization/loading 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." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM predictions vs EMBEDDIA tokenizer loading; different models and symptoms." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for est-roberta vs Mistral regex patch crash; separate tokenizer paths." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU device placement bug in XLNet vs CPU-offload incompatibility in Qwen3.5 MoE embedding; not the same defect." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error vs Whisper return_language pipeline regression; different stacks." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state bug vs video-input regression; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for cjvt/sleng-bert vs Mistral tokenizer regex crash; different models and causes." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name add-new-model-like bug vs compiled flex_attention torch version issue; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b vs runtime special-token post-processor update bug; no overlap." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; separate internals." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are broad v5 regressions, but one is model loading/base_model_prefix and the other is junk-filled non-persistent buffers; different root causes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction reports, but one is an unsupported center argument in LasrFeatureExtractor and the other is a separate _torch_extract_fbank_features issue." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch vs template-compilation TypeError; unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error vs sleng-bert tokenizer load failure; different model bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading failures for different checkpoints, with different underlying causes." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig vs Qwen3.5 linear_attention cache crash; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43541", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "2b74febea85212e5e4a52814bb6f0b8c1ccb766074ef829f15161ce9ff9eac14", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38205, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet mostly contains unrelated issues. Among the listed soft edges, only issue:45216 and issue:45357 are a clear duplicate pair. The non-persistent-buffer regression is still best anchored by issue:43644, but this packet does not include a soft-edge acceptance for issue:44534, so I\u2019m not treating that relationship as evidenced here.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the best issue anchor because it is the clearest and broadest report of the non-persistent-buffer junk regression; however, the packet does not provide a soft-edge pair for 43644 versus 44534, so I\u2019m only using it as the canonical issue, not as a packet-supported duplicate match.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest overall issue candidate for the non-persistent-buffer regression because the title is explicit and broad, but the soft-edge evidence in this packet does not directly pair it with 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and Qwen2.5-VL iterable-dataset/multi-image failures are different bugs." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent-buffer junk and custom model initialization are distinct regressions." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different loading failure modes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing and non-template-node compilation are unrelated failures." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config loading are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Broad gguf_file/from_pretrained regression and a model-specific Qwen2.5-GGUF v5 failure are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config loading and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantization and Qwen2.5-GGUF loading failures are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and Qwen2.5-VL rope-index scaling are different regressions." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head weight tying and inconsistent serialization of tied weights are different symptoms." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and notebook custom-model initialization are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Non-template-node compilation and GraniteMoEHybrid invalid-method calls are different code-path failures." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are separate issues." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent-buffer junk are distinct regressions." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "A model-specific load failure and a tokenizer conflict are different failure surfaces." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and Mistral regex patch crashes are not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask mismatch and DAC forward-vs-from_latents mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template-node compilation error are different problems." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom initialization and non-persistent-buffer junk are distinct regressions." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression with incorrect serialization/visual encoder keys across versions." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature-extraction fbank issues and compiled flex_attention on torch >= 2.9 are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and OmDet processor image sizing are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Missing lm_head tie and LoRA-merge collapse with extended vocabulary are not the same regression." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap/OOM mitigation are different concerns." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and model loading failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and init_empty_weights _is_hf_initialized argument regression are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key errors are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and Strix Halo mmap/OOM behavior are different issues." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and granite_speech config strictness are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is reasonable, but the writeup overstates the evidence. The summary says only three soft pairs are true duplicates, yet the verdict list explicitly accepts only one pair and rejects the others, so the conclusions and the pair-level judgments do not line up. Also, the claimed non-persistent-buffer duplicate with issue:44534 is not reflected in the soft-edge verdicts, so that part is not fully grounded in the packet. Please either soften the summary or align the verdicts with the evidence shown." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 9, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:41553|issue:43582", + "issue:43317|issue:43856", + "issue:44479|issue:45325", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:42175|issue:45542", + "issue:43818|issue:45357", + "issue:44462|issue:45812", + "issue:36032|issue:41720", + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:43792|issue:44589", + "issue:43632|issue:44534", + "issue:44403|issue:44991", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:40444|issue:45325", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43531|issue:44291", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:43632|issue:45072" + ], + "prepared_review_unit_hash": "9158ba581bd02f810c298440d936a33c5ce4137d7b91e7b79315647a2e7b4545", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose pile of superficially similar but distinct issues, centered around Transformers v5 regressions, tokenizer/model loading quirks, and a few unrelated model-specific bugs. I do not see any soft pair that is clearly the same underlying bug/change, so I reject all soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43611 is the broadest, most representative Transformers v5 regression in the set, but it is still only a theme-level anchor rather than a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best global representative because it captures the common \u2018Transformers v5 breaks loading\u2019 motif shared by several nearby issues, even though the actual failures differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: FineGrainedFP8Config behavior for Qwen3Moe vs missing Float8 storage lookup during loading." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated topics: tokenizer loading error messaging for Voxtral vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory/offload style problems, but one is device_map dequantized model offload and the other is Qwen3 MoE training memory usage." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL/video issues, but one is a broad video input regression and the other is a specific still-image rope index scaling bug." + }, + { + "left": "issue:43421", + "right": "issue:44403", + "accept": false, + "reason": "Special-token/post-processor runtime updates vs generic loading noise; different code paths and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on GPT-OSS WikiText evaluation is unrelated to Whisper processor batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve backend/package availability, but TensorFlow missing from torch install is not the same as tensorboard being installed without TensorFlow." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA missing temporal attention/weight sharing is unrelated to Qwen3.5 save_pretrained visual key regression." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other emits wrong token IDs for Granite models; different underlying bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processing update bug is distinct from add_special_tokens=True not adding BOS/EOS for a specific tokenizer in v5." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Generic ModelOutput key assignment logic does not match Gemma-4 FSDP2 shared_kv_states reconstruction failure." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model inference failure is unrelated to Float8 storage lookup errors." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are separate Transformers v5 regressions." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise is a UX/logging issue, not the tokenizer-loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code model breakage are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure in v5 is not the same as CLIPTokenizer using an absurd model_max_length." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash Attention 3 causing degenerate training is different from zero-loss single-label classification behavior across models." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable dataset multi-image failures are related only by model family, not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading in transformers v5 and missing pad_token_id on Llama4Config are distinct model/config regressions." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is a different loading path than Float8 storage resolution." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multiple-image finetuning failure is unrelated to Qwen2.5-VL still-image temporal position_id scaling." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder batching/padding-mask bug is unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Mistral tokenizer regex patch crash are unrelated failures." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to PaddleOCR-VL model loading in vLLM." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are different regressions." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers v5 model init/loading, but base_model_prefix loading and custom model initialization are distinct concrete bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/export with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are separate issues." + } + ] + }, + "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": 16, + "review_unit_index": 10, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44079|issue:44534", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:44387|issue:44617", + "issue:43881|issue:44488", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:43317|issue:43873", + "issue:43606|issue:44265", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43262|issue:43746", + "issue:41720|issue:45823", + "issue:43526|issue:43883", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:40990|issue:45584", + "issue:39692|issue:40444", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "740d414b763b6ef9e861a20a6103b5e739afe07d725ec70f4c66fea6d8cbd1ed", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37306, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only plausible duplicate pair is the Qwen2.5-VL position-id/rope-index regression. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 44479 is the broadest and most central Qwen multimodal regression report in the set, so it is the best umbrella issue if these Qwen vision/position-id bugs are grouped together.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 has the widest scope across multiple Qwen multimodal variants and is the strongest representative for the only nearby duplicate theme in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied-weights behavior, but one is a model-specific tie failure and the other is a generic serialization inconsistency; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failures; both are vision-model issues but not the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated regressions: ModelOutput key handling vs non-persistent buffer initialization." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve multimodal position logic, but they target different models and symptoms; not enough to treat as the same bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading issues for other models; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different loading/quantization problems affecting different model families." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to dtype mismatch inference failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal, but one is finetuning with multiple images and the other is a video-input position-id regression; not clearly the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL rope/position-id regression in transformers 5.3.0; still-image and video inputs appear to hit the same `get_rope_index` bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer corruption and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Generic CUDA OOM in a specific model is not the same as the quantization memory regression." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "vLLM/PaddleOCR-VL loading failure is unrelated to a torch/transformers version incompatibility report." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multimodal finetuning with multiple images." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are model/config loading issues, but they are different failures and different root causes." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure and the other is a broad offloading complaint; not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failures via `torch_compilable_check` are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint-key mismatch and Qwen2.5-VL position-id regression are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crashes are unrelated to export-time `torch_compilable_check` failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC `from_latents` vs forward discrepancies." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and PEFT checkpoint loading are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different device-mapping failures." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights vs torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight serialization issue is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different image-processing bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx and text_config unwrapping for composite multimodal configs are different problems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning failures." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures for different models and different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft pair (45325/45381) is a reasonable Qwen2.5-VL position-id/rope-index duplicate candidate, and the other pair judgments do not overstate evidence. No PRs are present, so there is nothing mergeability-related to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:34634|issue:35707", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:43873|issue:44756", + "issue:44877|issue:44991", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:43526|issue:43881", + "issue:42915|issue:43317", + "issue:43316|issue:44913", + "issue:43550|issue:43606", + "issue:45081|issue:45812" + ], + "prepared_review_unit_hash": "218fda107289796b30426dfbe931ea86fb90a843a6616cc40387d0d19d115a39", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37111, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly topic-similar but not duplicate-level matches: they span unrelated bugs in offloading, quantization, tokenizer/config loading, multimodal processors, trainer APIs, and model-specific regressions. None of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue; the cluster is heterogeneous and the soft pairs are only topical similarities, not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for dedup triage; 43873 is broad, but it is still a distinct offloading/quantization bug rather than a representative duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention save/tied weights, but one is about v5 serialization of lm_head.weight and the other is Qwen3.5 visual encoder key persistence; different bugs and code paths." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure vs torch>=2.9 flex_attention compilation failure; unrelated root causes." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load in vLLM vs strict config blocking granite_speech." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Both are model-loading issues, but AyaVision lm_head tying and BitNet packed-weight unpacking are distinct mechanisms." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization regression vs tokenizer/version behavior change; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Qwen3.5 flash-attention generation regression are different failures." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and errors: Gemma3n forward name collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 tied-weight bug vs Qwen3.5 visual encoder save regression; no shared code path." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset handling in BarkProcessor and generation with inputs_embeds/past_key_values are separate issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different processors and failures in serve: Qwen3.5 continuous batching vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs dtype mismatch during bfloat16 inference; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading problem vs Trainer max_steps recalculation on resume; different subsystems." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings/past KV is unrelated to Qwen3 device mapping CUDA asserts." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload concerns, but one is quantization offloading behavior and the other is mmap on Strix Halo; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression and non-persistent buffer junk fill are different loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are distinct." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug vs tokenization regression; no overlap in concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to packed-weight unpacking during accelerate loading in BitNet." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API mismatch vs Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both touch image preprocessing sizes, but the models and root causes differ: OmDet-Turbo processor output size vs Perceiver interpolation behavior." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are preprocessing/shape problems, but one is a tokenizer crash and the other is image resolution mismatch in a different model." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer signature change and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Increased int4 CUDA reserved memory in Transformers 5.x is not the same as T5 using apex.FusedRMSNorm with a leak." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen VL video-input regression and Qwen3.5 SFT input-embedding unpacking failure are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe and device_map auto dequantized-model offload failure are distinct loading issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different config bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba compile/SDPA issue and Bark small CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite token-ID regression are separate tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 12, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44779", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:44186|issue:44361", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:44779|issue:45812", + "issue:42915|issue:43322", + "issue:43606|issue:43720", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:43873|issue:45704", + "issue:44062|issue:44451", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "e3a2dbafa7dd9188e63f8eb7a0f32c77dafc95490454b9d625cc476dedba4515", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issues that only share broad subsystem keywords. The only clear duplicate is the pair about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44514 is the earlier and clearer report; issue 44545 is essentially the same batched-input/padding=False crash and should be treated as its duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the best representative because it is the cleanest canonical duplicate target and has the more complete, earlier report text.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failure modes: CUDA assert under auto device mapping vs segmentation fault while loading Llava Next models." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One is high perplexity on a specific GPT-OSS model; the other is a broad tokenizer-version regression with no matching concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor/tokenizer access regression is not the same as a tokenizer output change across versions." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve large-model parallelism, but the concrete bugs and code paths differ materially." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both mention generation/model behavior, but one is masked LM prediction drift and the other is recurrent-state reset in modular Qwen3.5 code." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor updates and Granite tokenizer ID regression are different tokenizer issues, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "CUDA assert on Qwen3 differs from inability to run `3d_parallel.py`." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing `GenerationMixin` and running `3d_parallel.py` are unrelated failures." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is not the same as Qwen3VL `weight_only=True` loading failure." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and failures: NER/padding crash vs AttributeError on tasks." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crashes due to missing `_tokenizer` are not the same as streaming inference failures in chat/completions." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "A runtime special-token update bug is distinct from a version-wide tokenization regression report." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps and Bark voice preset are unrelated processor bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to removed pipeline-task docs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer drift and Granite tokenizer ID regression are separate model-specific tokenizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but the concrete failures and affected paths differ." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is not the same as BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-identical title and described failure: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `from_config` failing to unwrap `text_config`." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBirdTokenizer special-token registration are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and DiaConfig custom token IDs after save/load are distinct issues." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A LoRA warning about `tie_word_embeddings` is not the same as incorrect visual encoder keys saved by Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they appear model-specific and do not point to the same root cause." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping and CPU-offload rotary embedding incompatibility are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 using apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken()` keyword conflict and tokenizer loading failure for ScandiBERT are different problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver positional interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on soft-edge matches. The only clearly supported duplicate pair is 44514/44545, and the rest of the false verdicts are reasonable based on the issue titles and available metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:41720|issue:43746", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:33666|issue:35707", + "issue:43421|issue:43653", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:44625|issue:45479", + "issue:45704|issue:45859", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:34634|issue:41720", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43381|issue:45704", + "issue:42915|issue:45759", + "issue:43596|issue:44220", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:44077|issue:44625", + "issue:30064|issue:36010", + "issue:43720|issue:43819" + ], + "prepared_review_unit_hash": "acee2615f5ef472b0914e9c4897b98b3087179bd165ec0d4aaf4c6e01dee6003", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36553, + "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 highly heterogeneous: the items span unrelated models, tokenizers, processors, training loops, and version-specific regressions. None of the soft pairs look like true duplicates or mergeable PRs for the same concrete bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: the set does not collapse to one underlying bug; the items are from many different subsystems and model families.", + "canonical_pr_reason": "No PRs are present in this cluster, so there is no canonical PR.", + "best_issue_reason": "No clear global best issue: none of the issues meaningfully represents the whole mixed set.", + "best_pr_reason": "No PRs are present in this cluster, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and failure modes: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both are loading-related, but one is a specific model load failure and the other is a PIL/image-processor torchvision dependency regression." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Float8 storage import failure are unrelated bugs." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and progressive generation with inputs_embeds/past_key_values are different issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Tokenizer post-processor runtime updates and BigBirdTokenizer mask-token decode failure are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash_attention sink-less crash vs from_config not unwrapping composite Qwen text_config." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but one is cache loading with HF_HUB_OFFLINE and the other is an unconditional model_info() call in mistral regex patching." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a different problem from abnormal gradient growth under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input-embeddings unpacking and trainer.evaluate() after trainer.train() are separate training lifecycle bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/example errors and an OmDet-Turbo processor/model size mismatch are not the same underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch classification config, but num_labels propagation and degenerate zero-loss with single_label_classification are distinct defects." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 Apex RMSNorm memory leak and Qwen3_5Moe rotary embedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal model/version bugs: Qwen3VL weight_only loading vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regex handling, but the Mistral backend_tokenizer AttributeError and Kimi-K2.5 codec/warning regression are not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and CamemBERT masked LM prediction errors are different model-specific regressions." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Docs/example mistakes do not match the quantization/offloading behavior reported here." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and a T5 memory leak are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen 3.x, but FineGrainedFP8Config failure and composite-config text_config unwrapping are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel init failure and _torch_extract_fbank_features() are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma 3n audio_mel_mask variable collision are different model bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 differing outputs in v5 are not the same issue." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like failure inside TOKENIZER_MAPPING_NAMES are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and the zero-loss classification regression are different problems." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSTMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import failure are completely different bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and DAC.from_latents/STE mismatch are distinct model/runtime issues." + } + ] + }, + "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": 16, + "review_unit_index": 14, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43295|issue:45834", + "issue:43746|issue:45381", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43540|issue:45381", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:39692|issue:45834", + "issue:30064|issue:36331", + "issue:44479|issue:45834" + ], + "prepared_review_unit_hash": "94b7d9204e910a006bf514aba686bc3b806076cf09a34bcdcd79c5cd016ae096", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous; the only near-overlap is around Mistral regex patching, but the reported failures are different enough that I would not merge them. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "If a single anchor is needed, issue #45020 is the broadest umbrella-style report in the set (remote_code regressions) and is open, but the cluster does not really form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best global issue anchor only because it is the broadest and most central open regression report among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and different bugs: sparse-layer config construction vs RoPE-layer dropping." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; unrelated failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal code paths: image preprocessor dtype mismatch vs Gemma3n forward variable collision." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression in one model versus OCR index error in another." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Checkpoint loading with adapters is unrelated to Qwen video position-id bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different backends and problems: torch.compile SDPA issue vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is not the same as quantization offloading behavior." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated models and code paths; compile/SDPA bug does not match DAC latent mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to Perceiver image classification resolution handling." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is offline network access and the other is an AttributeError on tokenizer structure; not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor misuse is not the same as loading a specific model failing." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict GraniteSpeech config rejection." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal attention/shared weights are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen model families and distinct bugs." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC from_latents/forward mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions with different outputs; not the same issue." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight-only loading error for Qwen3VL is unrelated to flash-attention generation behavior in Qwen3.5." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index error are different models and failures." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault in Llava Next loading is unrelated to MPS histogram support for MoE int tensors." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removal of is_torch_fx_available is one specific cause; #45020 is a broad remote_code regression report, not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task messaging regression is unrelated to SigLIP2 inference producing nonsensical results." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to v5 docs still mentioning removed tasks." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing bug is unrelated to CustomTrainer compute_loss argument breakage." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video regression across multiple models is unrelated to Kosmos2.5 OCR input length handling." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading AutoImageProcessor from URL and non-template-node compilation errors are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803" + ], + "soft_pairs": [ + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43577|issue:43582", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:43452|issue:44991", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:43404|issue:43782", + "issue:43650|issue:43906", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45459|issue:45803", + "issue:45084|issue:45538", + "issue:43644|issue:43749", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811" + ], + "prepared_review_unit_hash": "0cc2bcc817561ab74b8345494bc878a32693dfc3643eb7b0314fc22a5e084640", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35264, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; the soft-similarity pairs mostly share only broad Transformers-theme vocabulary and do not look like true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs across tokenization, loading, precision, audio, multimodal, training, and CI paths.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative issue, issue 45020 is the broadest open report, but it is still too general to anchor the rest of the cluster as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related v5/pipeline theme, but one is an error-message bug and the other is stale documentation; not the same underlying defect." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer problems, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference mismatches, but they involve different models and different code paths (CPU offload vs bfloat16 dtype handling)." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated issues: BLIP2 dtype loading versus an Apple Silicon allocator TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and failures: BarkProcessor voice preset versus a transformers import error." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: tensor/mask shape mismatch versus training-to-evaluation state transition failure." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading, but one is gguf_file handling and the other is tokenizer loading for a specific model; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "No shared underlying defect: backend dependency packaging versus Mistral regex patching." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different problem domains: processor image size mismatch versus dtype mismatch during inference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different loading bugs with different models and causes; not mergeable as one PR-worthy fix." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Same general Qwen family, but one is a bad tied-weights warning path and the other is a user-facing config warning during LoRA fine-tuning." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeErrors during loading, but on different objects and different code paths." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Only loosely related to tokenization changes; one is CamemBERT MLM output regression and the other is a general tokenization change report." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and different loading failures; too broad to be duplicates." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful overlap beyond being issue reports; one is a placeholder title and the other is a reproduction of another bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Allocator TypeError and CUDA AMP image-loss crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is sampling-rate default handling and the other is a DAC latent/forward mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different components: Beit image processor label reduction versus RTDetrV2 output regression." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve overly broad exception handling, but they are in different modules and hide different classes of failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "No duplicate signal: template compilation error versus CLIP model_max_length configuration." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading/initialization regressions, but one is non-persistent buffer filling and the other is FSDP RAM-efficient loading." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated CI/runtime issues in different files and code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific key error on one model is not the same as the broader remote_code compatibility regression." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug versus MXFP4 quantization fallback; different defects." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures with different triggers and stack paths." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 16, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43526|issue:44554", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:44568|issue:45488", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:43643|issue:45759", + "issue:36010|issue:36331", + "issue:44849|issue:45701", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:43606|issue:45859", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:45823|issue:45859", + "issue:44291|issue:45042", + "issue:41720|issue:43540", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "4080b1a852aaaea31239a695218c42092f155d668e244d45c5a31af92a0d17fe", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36931, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and spans many unrelated Transformers regressions (tokenizers, loading, multimodal processors, device mapping, and training APIs). I do not see any safe duplicate pair to merge.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate canonical stands out, but issue:43749 is the strongest representative by activity and inbound references, and it sits on a high-impact loading-regression path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best overall anchor for the cluster because it has the most traction and reflects a core loading-path regression that is more central than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: a storage/type error versus PIL image processor dependency requirements." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model/runtime failures: GLM-4.7 loading in tests vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor output shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different code paths and domains: BEiT label reduction vs MPS attention correctness." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/quantization example errors are unrelated to git-oss MXFP4 loading fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers 5 changes, but the concrete failures differ: import path breakage vs notebook custom-model initialization." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss are unrelated API bugs." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different components: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate+deepspeed is unrelated to a multimodal token counting video-branch bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different defects: weight tying failure in AyaVision vs dtype propagation problem in BLIP2 loading." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading in BitNet is not the same as OmDet processor shape handling." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to git-oss MXFP4 quantization fallback." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and have different concrete causes." + }, + { + "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/_is_hf_initialized." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency handling." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are separate processor bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions on different models and code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config loading, but missing remote-code fields is not the same as failing to unwrap text_config in composite Qwen configs." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and unexpected compute_loss kwargs are unrelated failures." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is not the same as a broad tokenization version-change report." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated training issues." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video token-count helpers are not the same as batched video processor output shapes." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video paths, but the failing logic and affected models differ." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Different device/offload bugs in different models and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion and Qwen3-VL shape mismatches are different loading bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained key corruption are unrelated regressions." + }, + { + "left": "issue:45823", + "right": "issue:45859", + "accept": false, + "reason": "Both mention offload/device behavior, but Gemma4 PLE mismatch and Qwen3_5Moe rotary embedding CPU-offload incompatibility are distinct." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Model-loading init_empty_weights error is unrelated to image processor torchvision dependency requirements." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video-processing ValueError are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are separate 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": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:43317|issue:45538", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:44987|issue:45538", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:42915|issue:45538", + "issue:43257|issue:43756", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:43257|issue:43696", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44062|issue:44991", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:43643|issue:45375", + "issue:43749|issue:44756", + "issue:34567|issue:36331", + "issue:36010|issue:42175", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "3702f772e27f08fc3af1d30729de03ebf402f749558772d660e88e0d886a1a5d", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bag of unrelated model-loading, tokenizer, video, quantization, and training issues. Only two soft pairs look like true duplicates: the Qwen2.5-VL video regression pair and the SigLIP2 discrepancy pair.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: the items span different bugs and subsystems, so one issue would not represent the cluster well.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a strong global anchor; the cluster is too heterogeneous, with only a couple of genuine duplicate pairs.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: device_map/offload dequantized-model loading vs CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different code paths: GGUF AutoTokenizer/AutoModel loading vs Apple Silicon mmap warmup TypeError." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated failures: MacOS bus error on CLIP vs TrainerState token-count bookkeeping." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: a model-loading failure for physical-intelligence/fast vs tokenizer max length setting." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8/quantization failure vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: DiaConfig save/load token ID loss vs MXFP4 quantization fallback." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying regression: both report the v5.3.0 Qwen2.5-VL video-input/vision_position_ids bug; 45381 is a narrower symptom of 44479." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated topics: Qwen3Moe fine-grained FP8 failure vs CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and failures: Qwen3 MoE weight conversion vs Smollm3 RoPE-layer mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input errors, but on different Qwen model paths with different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different model families: Qwen3OmniMoe video processing error vs Qwen2.5/Qwen3 video-input regression." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different bugs: Qwen3 MoE loading/weight-conversion issue vs GPT-oss-20b OOM." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: ZeRO3 deque error vs a dependency-version bump complaint." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-loading issues, but different root causes and models; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: XLNet positional encoding device placement vs flash-attention sink-less model crash." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: MobileLLM key error vs init_empty_weights/_is_hf_initialized TypeError." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific forward-path bugs in different multimodal architectures." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of another issue vs a Qwen2.5-VL video-input regression; not the same artifact." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: custom model initialization breakage vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but the actual errors and code paths are different." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Related config-field loss theme, but one is generic trust_remote_code behavior and the other is a specific Qwen config field dropped by @strict; not clearly the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading issues: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different Trainer API issues: token count tracking vs unexpected compute_loss keyword argument." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated: GenerationMixin import regression vs TensorFlow backend packaging." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 problem: 43994 describes the user-visible bad outputs caused by the HF-vs-JAX discrepancy in 43493." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different import/package issues: TensorFlow backend omission vs missing Qwen2.5-VL class export." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading failures: GGUF handling vs sleng-bert loading." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different failures: init_empty_weights argument mismatch vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model issues with no shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet: it correctly reflects a heterogeneous cluster and only elevates the two soft pairs that are marked as true duplicates in the packet (44479/45381 and 43493/43994). The non-duplicate verdicts are also appropriately cautious, with no obvious overstatement of evidence. No PRs are present, so that part is consistent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:43526|issue:45479", + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:28282|issue:29127", + "issue:43643|issue:44561", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:42175|issue:44938", + "issue:43452|issue:43577", + "issue:41762|issue:44936", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:43653|issue:44568", + "issue:44936|issue:45823", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "9d58f481c37cef9a89a806474f136abdb94b1e0bdd1f40f8e84edbe561cdd054", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35360, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft-edge pairs are false positives: they share broad keywords or subsystems, but not the same concrete bug or change. No canonical duplicate issue/PR emerges from this set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs in sequence-label handling vs classification loss behavior; same label terminology only." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch import failure vs a specific Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an unwanted torchvision dependency; the other is an AttributeError in Mistral regex patching." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve positional encoding, but they affect different models and different code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading a model vs a float8 storage lookup failure; unrelated failure modes." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version bump vs stale auto-mapping references; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetr output drift versus Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size discussion vs missing kwargs passthrough in AutoProcessor." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: chat-template batching crash vs video rope-index scaling." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one loses config fields while the other removes a helper used by remote models." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Config num_labels propagation bug vs overly strict loading of granite_speech config." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading issue in BitNet vs Perceiver image-classification resolution handling." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend dependency packaging problem vs Python 3.14 import/load failure." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file tokenizer/model loading breakage vs BLIP2 dtype propagation bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading error vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is batched padding behavior and the other is assistant tool-call content handling." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading failure vs offline mistral-regex patch calling model_info()." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model weight-tie issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor tokenizer access regression vs Kimi-K2.5 codec/mistral-regex warning regression." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token bugs affecting different tokenizers and symptoms." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluation failure after training vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error is unrelated to LayoutLMv3 box-information messaging." + } + ] + }, + "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": 16, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45440", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43577|issue:45588", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43122|issue:43906", + "issue:43504|issue:44610", + "issue:28282|issue:35141", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43329|issue:45325", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "db02144138b601cdef850b5476484b79cfd1b9bd38a69e807cb5aae09cf8d30f", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37179, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformers issues across tokenizers, model/config reloads, multimodal processors, training, generation, and MoE internals. I don\u2019t see a true duplicate cluster here; the soft links are mostly superficial similarity only.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the cluster is not centered on one underlying bug. If a representative issue is needed, issue:45812 is the broadest recent tokenizer-regression report, but it is not a true duplicate anchor for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45812 is the strongest representative bug report in the set because it describes a broad, user-visible tokenizer regression affecting multiple Granite models and has the most general scope among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different subsystems and failure modes: image processor segmentation-map handling vs multi-GPU training for Qwen2-VL." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different bug classes: zero probabilities in SigLIP2 inference vs processor/tokenizer regression in custom multimodal code." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer tasks and the other is AutoTokenizer failing to load a specific tokenizer; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated tokenizer bugs: BigBird special-token registration vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different model families and symptoms: BLIP2 dtype casting vs RTDetrV2 output divergence." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation behavior, but one is compiled-forward chunked generation and the other is recurrent-state reset with cache; different code paths." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading regressions, but the root causes differ: offline hub call in Mistral regex patch vs model-specific tokenizer load failure." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Too little evidence for the same bug: one is a Qwen3 auto device-mapping CUDA assert, the other is only an isolated reproduction of a different issue." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different models and defects: Qwen3.5 flash-attention generation vs Kimi-K2.5 tokenizer codec/regex regression." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but the reported issues differ: auxiliary-loss normalization vs divergence from a remote implementation." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "No shared underlying bug: Qwen3-MoE sliding-window logic vs MobileLLM model-loading key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different components: tokenizer special-token registration vs config save/load dropping custom token IDs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different failure modes and models: compiled-forward chunked generation vs flash-attention generation on Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated issues: torch.compile with SDPA in Bamba vs DiaConfig custom token IDs lost on save/load." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: BLIP2 dtype loading vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "No match beyond vague model/runtime errors; Bamba SDPA compile bug is unrelated to MLukeTokenizer task errors." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer issues: NoneType broadcast error vs TrainerState counter not updating." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model-loading bug vs compile/SDPA runtime bug; not the same underlying issue." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are model-loading related, but one is a legacy-field preset load failure and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Different problem domains: tokenization changes across versions vs Qwen3 auto device-mapping/CUDA assert." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: Beit preset loading vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated issues: missing PyTorch dependency vs output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast/type issue is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but one is about gguf_file support and the other is a specific model load regression; not enough to treat as one bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different regressions: hidden-states behavior vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different symptoms; not the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different load paths and failure types: MobileLLM key error vs AutoImageProcessor URL loading failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different runtime failures: Qwen3 auto device mapping CUDA assert vs chunked generation inconsistency under compiled forward." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated Qwen2-VL training issue vs GenerationMixin import error." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar pattern of missing config fields, but different attributes, model families, and reload behavior; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve rotary/RoPE config behavior, but one is about Smollm3 layer composition and the other about GPTNeoX rotary_pct reload semantics." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: undefined helpers in video token counting vs Qwen2.5-VL rope index scaling for still images." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Both affect training/loading infra, but one is MoE auxiliary-loss normalization and the other is FSDP CPU RAM efficient loading." + } + ] + }, + "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": 16, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43493|issue:43825", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43334|issue:43572", + "issue:43688|issue:45704", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43493|issue:43844", + "issue:43334|issue:45759", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:44589|issue:45520", + "issue:43688|issue:45701", + "issue:39692|issue:43295", + "issue:43572|issue:44291", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "a7d9f99b4afff41d12d5da3763ecdeb40e3e922a326117e6106faa85c35874e4", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37970, + "estimated_input_tokens": 9493, + "estimated_eval_tokens": 19242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated bug reports that only share broad themes like model loading, multimodal regressions, or Transformers v5 breakage. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR-level change, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broadest umbrella-style report here (generic Transformers 5.0 custom initialization breakage), so it is the best representative issue for this noisy cluster, even though the set is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general and central issue among the candidates, making it the closest thing to a canonical representative for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Both are transformer/model related, but one is a SigLIP2 implementation discrepancy and the other is a pipeline error message regression; different bugs and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate handling is unrelated to the processor.tokenizer / image-to-tokenizer regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig losing token IDs on save/load." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from config token ID persistence." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel import failure is not the same as the MacOS CLIP bus error regression." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are distinct bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support request is unrelated to a CustomTrainer compute_loss API break." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example mistakes are not the same as a SigLIP2 implementation mismatch with JAX." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task errors are different code paths and symptoms." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and StableLmConfig pad_token_idx missing are separate model/config bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError is different from a flash-attention generation bug in Qwen3.5." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Loading Phi-4 multimodal fails for model reasons; MIN_PEFT_VERSION being unreleased is a dependency/versioning issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen multimodal models is not the same as num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A SigLIP2 discrepancy is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer counting is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is a training-input bug, while the other is an inference OOM." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model load failure for sleng-bert is not the same as model_info() being called offline in _patch_mistral_regex." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion and generic Qwen3VL MOE loading breakage are related in theme but not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype mismatch is not the same as abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different problems." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU inference OOM and a Gemma4 PLE device mismatch are distinct failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and a Python 3.13 flash_attn import_utils KeyError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization is not the same as a broad tokenization change across versions." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc-example mistakes do not match the processor.tokenizer / image-passing regression." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx after v5 update and unexpected _is_hf_initialized in init_empty_weights are different loading issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading failure in Beit is not the same as a CPU-offload device mismatch in bark-small." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "The serve multimodal '.to' crash and KV-cache continuation tensor-indexing bug affect different server paths." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token persistence and MLukeTokenizer task errors are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43504", + "issue:43540", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44625|issue:45759", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44521|issue:45290", + "issue:44464|issue:45584", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:44568|issue:45701", + "issue:43688|issue:43873", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:43278|issue:43701", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43295|issue:44610" + ], + "prepared_review_unit_hash": "cde9e27e67ee89ac99f90bcdff79fd6451109859eb732514d96e2fb19f3f23e6", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35869, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, multimodal, training, runtime, and CI failures. The soft pairs share only superficial vocabulary or a broad subsystem, not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a duplicate set; it mixes many unrelated bugs across different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for the cluster; any choice would overfit one narrow bug and misrepresent the rest of the unrelated items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Both involve token-related behavior, but one is a BEiT model load failure from a legacy field and the other is a BigBirdTokenizer special-token registration bug. Different components and fixes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is an OOM during tensor-parallel loading of a Qwen model; the other is a version/dependency issue with PEFT. Not the same bug path." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen 3.5 configs, but one is num_labels propagation and the other is AutoModelForCausalLM config unwrapping. Related area, different concrete defects." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device mismatch problems, but they affect different models, tests, and execution paths. Not mergeable into one fix." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed janus image-generation test and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs and a position-id key regression are different failures with different likely causes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content. Distinct edge cases." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription generation are unrelated generation bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "A Flash Attention 2 test failure and an MLflow reporting issue are different subsystems and problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training and a model loading regression are not the same code-path issue." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token counters are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile errors for non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness bug and an incorrect PyTorch version check in flex_attention are different defects." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "The first is a specific add_special_tokens/BOS-EOS regression in one tokenizer; the second is a broad version-dependent tokenization change. Not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization offloading are separate training/runtime issues." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and zero probabilities from siglip2-base are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a Qwen3.5 hidden-states bug are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "One is missing default mm_token_type_ids for text-only tuning; the other is a device mismatch in Gemma4 PLE with device_map=auto. Different fixes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save_pretrained/tokenization failures are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied with model_init and Qwen3.5 output_hidden_states behavior do not share a concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype changing between train/eval and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP model loading are different problems." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and a Kimi tokenizer codec regression are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Defaulting mm_token_type_ids and incorrect temporal position scaling in Qwen2.5-VL are different multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Inconsistent lm_head serialization and LoRA merge collapse with extended vocab are not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression and OmDet processor image-size mismatch are separate multimodal issues." + } + ] + }, + "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": 16, + "review_unit_index": 22, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43493|issue:43701", + "issue:43334|issue:43525", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43844|issue:44936", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:42915|issue:43824", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:43653|issue:44112", + "issue:43827|issue:43901", + "issue:43450|issue:43493", + "issue:44792|issue:45563", + "issue:43450|issue:43575", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:37428|issue:43425", + "issue:44610|issue:44857", + "issue:43262|issue:43450", + "issue:44857|issue:45593", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "02a8a0df7796ea73592d5b83f4d6f53eb2da1a38657892ca9913eb5657274687", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36920, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the set is a heterogeneous mix of unrelated bugs, regressions, and docs issues. There are no PRs to triage here.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue for the whole set: the items span unrelated failure modes across imports, processors, training, generation, and docs, and none of the soft pairs are clear duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be singled out, issue 44521 is the strongest standalone report because it is open, active, and concrete; however, it is not representative of the other issues as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failure classes: Perceiver image resolution bug vs RT-DETR memory release issue." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both mention loading/import problems, but one is a missing symbol import and the other is a meta-device model-loading regression affecting different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are v5-era model-loading complaints, but they concern different configs/models and likely distinct fixes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id errors, but they affect different model families and are not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A StableLm config attribute issue is not the same as a broad meta-device loading breakage." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are separate subsystems and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing Qwen2.5-VL vs DeepSeek-Coder detokenization are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape bug are different processor problems." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient inflation during training is unrelated to evaluate-after-train failure." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor API regression and quantization offloading are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols from different transformer modules; not the same import breakage." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure for Qwen3-MoE is unrelated to a Qwen2.5-VL import error." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other yields all-zero assistant masks; distinct symptoms and likely distinct bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are different tokenizer issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 probability output issue and SigLIP2 JAX-vs-HF discrepancy overlap in model family but not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are unrelated training issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline APIs and different deprecations." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Batched video processor shape bug and SigLIP2 implementation discrepancy are different subsystems and failures." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching and Qwen2 large-model TP OOM are not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer architecture discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and a qwen3_omni_moe helper behavior issue are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are distinct regressions." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward mismatch and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A specific import error is not the same as broad Torch 2.10 incompatibility." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and float16 AMP loss crash are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sample-rate defaulting and video batching shape bugs are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss instability and missing auxiliary losses with denoising off are different training bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift and a pipeline docs error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:43606|issue:45083", + "issue:45200|issue:45588", + "issue:43335|issue:43550", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:44462|issue:44561", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:44561|issue:44779", + "issue:43388|issue:43526", + "issue:43335|issue:43653", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:45588|issue:45859", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:43720|issue:44112", + "issue:43335|issue:45593", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:44568|issue:45491", + "issue:43606|issue:44857", + "issue:45459|issue:45712", + "issue:44857|issue:45072" + ], + "prepared_review_unit_hash": "bfb027ce0d5bdf1e32440c2024c8c2714ee33fbcc7746e9198c4876778f3bc62", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38457, + "estimated_input_tokens": 9615, + "estimated_eval_tokens": 19486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports across unrelated models/components. The only clear duplicate pair is the repeated Qwen3.5 Moe `from_pretrained` regression report.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45310 is the earlier, cleaner report of the Qwen3.5 Moe `from_pretrained` failure and matches the later duplicate almost exactly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best canonical representative because it is specific, actionable, and has a near-identical duplicate in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template related, but one is a tool-call tokenization crash and the other is a Qwen2.5-VL vision position-id bug; different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to a qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 text-only mm_token_type_ids handling and a flash_attention aux-state crash are separate issues." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA behavior are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift across Transformers versions is not the same bug as qwen recurrent-state resets with cache." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are distinct loading problems." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json precedence and removal of `is_torch_fx_available` affect different subsystems and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/quantization errors and BeitImageProcessorFast `reduce_labels` behavior are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device placement with `device_map=auto`." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A missing utility symbol in v5 and Deepseek tokenizer correctness regression are different problems." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Batch-gather label truncation and Beit fast image processor label reduction are not the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and BigBird mask-token registration are unrelated tokenizer/model issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5 Moe `from_pretrained` error report with matching title and symptom; later duplicate of the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch and unexpected position-id keys are different model behaviors." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention flash-attention/CPU-offload-adjacent code, but one is an aux=None crash and the other is a rotary-embedding offload incompatibility." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "SDPA compile failure in Bamba and a stale GraniteSpeech device override test are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is not the same as qwen3_omni_moe length-helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` TypeError are different CI/runtime issues." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug does not match the qwen3_omni_moe helper-function issue." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/quantization problems are not the same as position-id key warnings." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 flash_attn import KeyError are distinct." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are unrelated symptoms." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are different models and failure modes." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space handling and post_init reinitializing embeddings are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and dtype mismatches in bfloat16 inference are different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading in BitNet and GraniteSpeech device override failures are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings with sliding-window attention are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Bark CPU-offload device mismatch and LwDetr AMP crash are different device/dtype issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with protobuf missing and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The only clearly supported duplicate is issue:45310 / issue:45478, and the summary does not overclaim additional matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:40444", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:44977|issue:45563", + "issue:43927|issue:45698", + "issue:45198|issue:45803", + "issue:34689|issue:35141", + "issue:45372|issue:45588", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:29942|issue:35141", + "issue:36010|issue:37428", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:44451|issue:45520", + "issue:43976|issue:45440", + "issue:44186|issue:45198", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "b1b683106585e034d9b7fe98b643d7afeb8f00155c315c503ab6f7f458dbbd9b", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly link unrelated bugs across different models, tokenizer paths, export flows, and trainer/runtime behaviors. I do not see a single underlying duplicate issue or a safe canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: LayoutLMv3 error handling for insufficient box info vs Trainer GPU broadcast rejecting NoneType." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is DiaConfig custom token IDs and the other is loading the wrong custom module." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 vision is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different import/runtime bugs: missing ReasoningEffort vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset with multiple images is unrelated to BeitImageProcessorFast returning only one label." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA bug in Bamba-9B-v2 is a different code path than qwen3_omni_moe length computation." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3 executorch export issues are unrelated to flash_attention integration crashing on sink-less models." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior differs from position-id unexpected-key loading issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token embedding resizing and post_init reinitialization." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Different missing-import regressions: GenerationMixin vs _flash_supports_window_size." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer/import problems: missing ReasoningEffort vs overly broad protobuf exception handling." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to flash_attention.py s_aux=None AttributeError." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences across versions are not the same as inconsistent lm_head.weight serialization." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention crash with s_aux=None is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval is a different issue from gradient checkpointing being unusable in eval mode." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to qwen3_5 recurrent state reset behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nested-list output is unrelated to Trainer _gpu_broadcast_one rejecting NoneType." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility for 5.1.0 is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is a different problem from quantized model saving." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline are unrelated to RT-DETR memory release." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizerBackend post-processor updates are unrelated to Gemma3 NaN embeddings from sliding-window attention." + } + ] + }, + "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": 16, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44206|issue:44479", + "issue:44265|issue:45198", + "issue:29942|issue:30064", + "issue:44734|issue:45406", + "issue:43065|issue:43994", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43756|issue:45440", + "issue:43723|issue:44554", + "issue:43873|issue:45229", + "issue:45372|issue:45406", + "issue:43761|issue:45859", + "issue:43278|issue:43575", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:45440|issue:45593", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:29942|issue:36010", + "issue:43334|issue:43531", + "issue:32090|issue:33357", + "issue:44977|issue:45245", + "issue:43526|issue:44186", + "issue:43824|issue:44279" + ], + "prepared_review_unit_hash": "882968f4e47295737a01154b440a0001c295b45c46f9b78ae3d87670358f534f", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives: they share broad areas like transformers, multimodal models, or serving, but not the same concrete bug or code path.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue in this set; the items cover unrelated regressions, model-specific bugs, and documentation/examples rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the set is heterogeneous and the soft similarities are mostly superficial.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different models and failure modes: MLukeTokenizer task error vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos-token config mismatch is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is a different bug from Qwen video-input regression." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to Wav2Vec2 tokenizer save/load issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void-segmentation processing are unrelated bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serve, but one is KV-cache tensor indexing and the other is a missing Gemma4Processor attribute." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder does not match SigLIP2 model/pipeline output issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a community CLIP model is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are different code paths." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor/model input-size mismatch is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling is unrelated to Gemma 4 processor import failures." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and DeepSeekV3MoE divergence are different model implementation bugs." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to MPS attention correctness with mismatched head dimensions." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are not the same defect." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 import dependency failure is distinct from serve crashing on a missing _tokenizer attribute." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval is a different issue from Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate problems." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2Conformer AutoTokenizer loading are different tokenizer bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss handling are unrelated model changes." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift and multimodal token counting with undefined video helpers are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to the CLIP MacOS bus error." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issues and category-count limits are different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/image-processing related, but one is reduce_labels truncation and the other is NER padding/truncation crashes." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2_5_VL import failure is not the same as a generic dependency issue." + } + ] + }, + "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": 16, + "review_unit_index": 26, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42907", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:43526|issue:44857", + "issue:43441|issue:45588", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:44743|issue:44811", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:29127|issue:35141", + "issue:44442|issue:45803", + "issue:43575|issue:44387", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:44479|issue:45290", + "issue:43761|issue:44079", + "issue:28218|issue:29127", + "issue:42907|issue:45698", + "issue:43931|issue:45216", + "issue:28218|issue:32090", + "issue:39692|issue:45491", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:44442|issue:44898", + "issue:43761|issue:44188", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "0ffb20091d0301aa5de1bfcd65ccc8d0ee5a6cbfff955ebf951c286e113250f6", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36130, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs should be rejected; they are mostly same-subsystem, same-model, or same-surface-symptom matches without enough evidence for a shared underlying bug. In particular, 43761 and 44079 only share a broad ModelOutput/hidden-state theme, and the CLIPVisionModel regression is not shown to be the same code-path bug as the generic key-assignment issue.", + "confidence": 0.87, + "canonical_issue_reason": "No duplicate canonicalization is well-supported here. issue:44079 is the broader ModelOutput report, but the packet does not establish that issue:43761 is the same underlying bug rather than a separate CLIPVisionModel regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44079 is the best standalone representative of the generic ModelOutput key-assignment problem, but only as the broader report, not as a proven duplicate of issue:43761.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different components and failure modes: BeitImageProcessorFast label reduction vs LwDetr AMP/CUDA crash." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they describe different concrete bugs and code paths." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio/processor regressions, but sampling-rate defaulting and unsupported center-arg crashes are different issues." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different symptoms and paths: compiled chunked generation inconsistency vs NaN embeddings from sliding-window attention." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Distinct loading failures on different model families and different root causes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch are unrelated problems." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different modules and behavior: recurrent-state reset vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel loading is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "One is a generic custom-init regression; the other is a specific optional post_init policy issue, not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different LayoutLMv3 error-reporting issue vs embedding reinitialization bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure is unrelated to the bare-except error handling bug in Fuyu batch conversion." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM reports, but the causes differ: tensor-parallel loading vs int4 quantization memory regression." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs in different models and code paths." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: MacOS bus error vs zero-probability outputs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but they involve different attributes and different model classes." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different multimodal loading regressions with no shared concrete code-path evidence." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression and chat-template/tool-call crash are unrelated failures." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "The CLIPVisionModel hidden_states=None symptom is not explicitly shown to come from the generic ModelOutput key-assignment bug; the match is only thematic." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing regression and LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but dequantized-save failure and wrong custom-module reload are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen loading regressions with different failure modes." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation/example errors are not the same as a runtime NaN regression." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/deepspeed OOM and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "One is a specific model-loading break, the other is a broader base_model_prefix regression." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "ModelOutput key handling and attention-kernel branching under torch.compile are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading OOM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for the only accepted soft pair. In the packet, `issue:43761` and `issue:44079` are only linked by soft similarity, and the deterministic verdict is false; there is no explicit evidence that the CLIPVisionModel symptom is the same bug as the generic `ModelOutput` key-assignment issue. The rest of the pairwise rejections are conservative, but the canonical/best-issue conclusion should not be presented as grounded enough to accept." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 27, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45479", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:43550|issue:44743", + "issue:43493|issue:43827", + "issue:44568|issue:45479", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43720|issue:44442", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:33290|issue:45656", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:29127|issue:33357", + "issue:42175|issue:43316", + "issue:43381|issue:43742", + "issue:33290|issue:34689", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:25251|issue:28282", + "issue:43232|issue:43388", + "issue:41950|issue:43475", + "issue:43295|issue:43825" + ], + "prepared_review_unit_hash": "e0e487bd4387ded4da5468617ee5c1c669370ed45f13073464d094462b9acf35", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly topical neighbors, not true duplicates. They span distinct regressions across model loading, config handling, pipelines, deepspeed, tokenizers, and multimodal processing, so the safe triage outcome is to reject all suggested merges.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must serve as a representative, issue 43825 is the clearest user-facing regression with a specific, narrow failure mode; however, there is no single canonical issue for the whole set because the candidates are not one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43825 is the best overall representative among this set: it is concrete, reproducible, and describes a clear behavior regression rather than a broad symptom or vague compatibility complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: torch.compile/SDPA failure in Bamba vs recurrent state reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "One is a SigLIP2 implementation parity discrepancy; the other is stale docs referencing removed pipelines." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to the single-label-classification zero-loss bug." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but the concrete problems differ: Gemma3TextConfig API mismatch vs not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they arise from different missing symbols and different loading paths/models." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Generic config-roundtrip issue vs a specific rotary_pct value being lost on reload; not the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType GPU broadcast error and Adafactor OOM in deepspeed are distinct training failures with different causes." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config loading error." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different code paths and symptoms." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression for Llama 3.2 vision is not the same as the GenerationMixin import-path breakage." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a functional error; Qwen3 MoE memory inefficiency is a performance issue." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSTMixer post_init validation is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in a scripted decorator block is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is a double optimizer-step bug." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config validation blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is different from batched apply_chat_template crashing with padding=False." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content validation and a MacOS CLIP bus error are unrelated failures." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing tensorflow backend after pip install '.[torch]' is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient-checkpointing/eval-mode behavior does not match the MobileLLM key-error during model loading." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Deepspeed Adafactor OOM and Llama 3.2 vision load regression are different failure modes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 being broken and a janus image-generation test failure are different model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is a different bug from FlashAttention failures in Ministral-3." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nested-list output and AutoModel missing PyTorch are unrelated issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs ordering after sync_gpus is not the same as gather_for_metrics dropping tuple label elements." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using image processors and SAM3 vision encoder missing an attribute are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor.tokenizer regression is different from pipeline() still suggesting translation tasks 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": 2, + "component_count": 16, + "review_unit_index": 28, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:45127|issue:45200", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:43065|issue:44617", + "issue:43761|issue:44479", + "issue:43673|issue:44743", + "issue:33290|issue:35141", + "issue:43452|issue:44496", + "issue:33290|issue:36331", + "issue:44936|issue:45698", + "issue:43646|issue:44913", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:44617|issue:45584", + "issue:43906|issue:45290", + "issue:44792|issue:44977", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44737|issue:45803" + ], + "prepared_review_unit_hash": "dbb379f341b5b7abd1a2870794acc0b5f8d9ec9a3298b3910869cce91ce63f30", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate family; it mixes many unrelated issues spanning model loading, generation, training, serialization, docs, and model-specific regressions. No single canonical issue/PR stands out.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both mention embeddings/tied weights, but one is LoRA merge collapse after vocab extension and the other is Gemma 4 token_type_ids defaulting; different bugs and code paths." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs Whisper empty-transcription failure after align_special_tokens; unrelated symptoms and components." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile+SDPA generation failure vs resume_from_checkpoint key mismatch; different subsystems and root causes." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression vs eos_token_id configuration inconsistency; different regression classes." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM; one is code correctness, the other capacity/memory." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression vs Qwen video input regression; different models and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5.py; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM vs embeddings reinitialized after resize; unrelated training and model-init issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage vs unrecognized model/config.json issue; both loading-related but distinct root causes." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in DeepSpeed optimizer vs custom trainer compute_loss signature mismatch; completely different problems." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train failure vs wrong custom module loaded after save_pretrained; different lifecycle stages and bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression vs GPTNeoX rotary_pct not persisting on reload; both config/init-related, but not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM vs MobileLLM load key error; unrelated model-loading failures." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure vs Qwen2 TP OOM; no common code path beyond generic runtime failures." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states regression in CLIPVision vs MoE load-balancing loss omission; unrelated model behaviors." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Both touch memory/offload concerns, but one is TP loading OOM and the other is quantization offloading not behaving as expected; different mechanisms." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance vs non-persistent buffers filled with junk; both v5-related, but different internals." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next; different models and bugs." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma eos_token_id config mismatch; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs serve KV-cache continuation tensor indexing bug; different surfaces and root causes." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM vs Whisper empty transcription after token alignment; unrelated model families and failure modes." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of an external issue vs apply_chat_template crash with tool-call messages; no evidence they are the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation issue; different models and code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor output-size mismatch; unrelated bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() vs SigLIP2 producing nonsensical results with AutoModel/pipeline; one is documentation debt, the other is model behavior." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers junk vs rotary_pct resetting on reload; both serialization-ish, but not the same underlying defect." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in no_trainer script vs Phi-4 multimodal model loading failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs category-count limit error; completely different issues." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation test failure vs auto_mappings referencing removed configs and breaking CI; unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device bug in relative positional encoding vs bare except swallowing KeyboardInterrupt in FuyuBatchFeature; different code paths and bugs." + } + ] + }, + "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": 16, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:44496|issue:45803", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:43116|issue:44190", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:44464|issue:45563", + "issue:44933|issue:45362", + "issue:44186|issue:44734", + "issue:43404|issue:45216", + "issue:44734|issue:45632", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44561|issue:45632", + "issue:44466|issue:44913" + ], + "prepared_review_unit_hash": "b4eee857f1d04f5d74f07d125298c929bdfffe5fb62c5058cef57dac547049e0", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35959, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is largely heterogeneous and does not contain clear duplicate pairs; most candidates only share a broad subsystem or theme rather than the same underlying bug. The strongest standalone issue in the cluster is the open multimodal chat-template bug.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44521 is the clearest high-signal report: open, well-discussed, and specific about a reproducible multimodal `apply_chat_template` failure with broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue because it is active, clearly described, and has the most evidence of ongoing relevance compared with the more isolated, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime failures, but one is a Python 3.13 import/parsing issue in DebertaV2 while the other is an `s_aux=None` flash-attention crash; different code paths and fixes." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal processing, but one is about assistant mask generation in chat templating and the other about video `vision_position_ids` in Qwen2.5-VL; not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "These are different Qwen save/merge regressions: one concerns LoRA merge with tied embeddings, the other incorrect visual encoder keys in `save_pretrained`." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated issues: SwitchTransformers sparse-layer config creation versus a DebertaV2 Python 3.13 import error." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/load failures, but the causes differ: Python 3.14 compatibility versus missing TensorFlow backend handling when only tensorboard is installed." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "One is a broad Python-version incompatibility claim for Transformers 5.1.0; the other is a model import failure on Python 3.13. Different underlying problems." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "No shared bug: unrecognized model config loading versus a bare `except` swallowing interrupts in Fuyu tensor conversion." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different surfaces and fixes: SDPA/torch.compile behavior in Bamba versus a local dataset loading problem in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both mention config behavior, but one is about `post_init` allowance in patchtsmixer and the other about strict loading for granite_speech configs; not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Distinct issues: junk-filled non-persistent buffers in v5 versus `rotary_pct` not persisting on GPTNeoX config reload." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different bugs: Qwen3OmniMoe video input validation versus KV-cache continuation tensor indexing in the serve API." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "One is embedding resizing not propagating in gemma4; the other is Whisper generation failing on empty transcription after token alignment." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A flaky GraniteSpeech CI test and a broken auto-mapping reference to removed Sam3LiteText configs are separate CI/config issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "`ADD THE DATA` is a low-information issue and `_torch_extract_fbank_features()` is a specific audio-processing bug; no evidence they are the same." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated: SwitchTransformers sparse-layer config bug versus image-classification script dataset loading failure." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script problems in different tasks: multi-label classification output handling versus local dataset loading for image classification." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No overlap in concrete failure mode: category-count limit error versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regression classes: processor/tokenizer API breakage versus embedding resize not updating tied outputs." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they concern different models and fields: default vision/audio config initialization versus a missing `deepstack_visual_indexes` field." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`); no shared underlying bug is evident." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation-related, but one is inconsistent outputs under compiled forward and the other is a stale warning in paged generate; different issues and fixes." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from `image_utils` is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crashes and serve KV-cache indexing are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both touch model weights, but one is untied `lm_head` in Mistral3 and the other is incorrect `save_pretrained` checkpoints for Qwen3.5; not the same code path." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are in flex_attention, but one is a compiled runtime failure on torch>=2.9 and the other is a wrong version check for AuxRequest import; separate bugs." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model-specific issues: zero probabilities in SigLIP2 versus a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code problems: removed helper function breaking remote models versus cache-path collisions for local models." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of tied `lm_head.weight` depends on device versus GPTNeoX config reload losing `rotary_pct`; not the same defect." + } + ] + }, + "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": 16, + "review_unit_index": 30, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44964", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:45563|issue:45584", + "issue:41950|issue:44016", + "issue:43388|issue:43688", + "issue:44964|issue:45600", + "issue:42907|issue:43441", + "issue:44112|issue:44964", + "issue:43295|issue:45335", + "issue:43854|issue:44964", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44351|issue:45278", + "issue:44242|issue:45200", + "issue:44016|issue:44062", + "issue:43388|issue:43827", + "issue:41950|issue:45020", + "issue:43976|issue:45405" + ], + "prepared_review_unit_hash": "32fcb3b48dcc839df931b16c2162da34fd1690627e0c53d26e65bd85aea8f989", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerged. The items span distinct regressions across imports, model loading/saving, pipelines, generation, training, and docs. I rejected all soft pairs because they do not appear to be the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it describes multiple import errors after upgrading to 5.5.0, which is the closest match to the repeated import/load-regression theme across several items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is open, broad, and phrased as a general post-upgrade failure rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "One is an intermittent import-performance complaint; the other is a specific sys.modules safety issue in modeling_utils. Different bugs and different symptoms." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different modules. No evidence they stem from the same regression." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is about trust_remote_code returning incomplete config fields; the other is an unrecognized model because config.json lacks model_type. Related area, but not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to cache-path collisions for local trust_remote_code models." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: stale num_return_sequences warning vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline lookup bug and a notebook syntax error are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Gather-for-metrics label truncation and auxiliary-loss normalization are separate training/eval issues." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both touch model loading/mappings, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references. Different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one concerns saving dequantized Ministral/Devstral models and the other FlashAttention load/runtime failure. Not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test/device override failure in GraniteSpeech is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression in custom multimodal code is unrelated to t5gemma embedding resize behavior." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific load failures with no shared concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Missing model_type in config is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing and stray ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features() bug are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen 3.x multimodal regressions, but one is a load failure and the other is an incorrect save_pretrained checkpoint layout. Different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT label reduction bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend extra omission and a generic dependency issue are too vague and not the same concrete problem." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different model/generation bugs with no shared code path." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a Qwen tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen multimodal regressions, but one is model loading and the other is incorrect visual-encoder key saving. Not the same underlying change." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to model config import/load failure." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type for an unrecognized model is not the same bug as AutoModelForCausalLM failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error may be one example of import breakage, but 45278 is only a broad umbrella report; there is not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off and Gemma 4 mm_token_type_ids defaults are different issues." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Evaluation batching bug and outdated docs about pipeline() are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and remote_code breakages are different problems." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased PEFT version bump are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 31, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43723", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:44933", + "issue:44987", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43824|issue:44933", + "issue:43577|issue:45216", + "issue:43479|issue:43525", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:32090|issue:35141", + "issue:44297|issue:44462", + "issue:44462|issue:45081", + "issue:43295|issue:44779", + "issue:41950|issue:43650", + "issue:43976|issue:44279", + "issue:43976|issue:44987", + "issue:45600|issue:45712", + "issue:44462|issue:44779", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:43650|issue:45290", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:44623|issue:45397" + ], + "prepared_review_unit_hash": "eff1888d36629e23529edd02b67a235bc71c1ccb5ec16709b776c0bbcc6e44a6", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36324, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues; the soft pairs are only superficially similar and do not look like the same underlying bug/change. I would not deduplicate any of the proposed pairs.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because this set does not form one coherent duplicate cluster; the proposed pairs span different models, subsystems, and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for dedupe triage here: the items are heterogeneous, and none of the soft pairs is a convincing duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and modules; no shared code path is evident." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different bugs: BLIP2 dtype handling vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config objects, but one is multimodal default config initialization and the other is a missing pad_token_id attribute." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different pipelines and failures: video-classification processor lookup vs Gemma4 device placement in forward." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: torch 2.9 flex_attention compilation vs a TensorBoard/TensorFlow backend dependency issue." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model loading problems, but they affect different model families and failure mechanisms." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Too generic to merge: one is a vague dependency complaint, the other is a specific PEFT minimum-version bump issue." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities vs Sam3Video CUDA out-of-memory." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they are about different APIs and different kinds of documentation drift." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to the embedding reinitialization bug in post_init." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenizers, but one is save_pretrained metadata mismatch and the other is AutoTokenizer loading behavior." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures with different root causes: repository tokenizer.json lookup vs Mistral regex patch crash." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions in different model stacks: processor/tokenizer API breakage vs Deepseek tokenizer output changes." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No overlap beyond being unrelated issues; one is a pipeline bug, the other is a placeholder 'ADD THE DATA' report." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python version compatibility issue is not the same as a generic dependency complaint." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading problems, but one is environment/Python compatibility and the other is a model-specific load failure." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene issues, but they concern different files and different failure classes." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is repo file selection and the other is tokenization correctness for Deepseek." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal templates/positioning, but the concrete bugs are different: assistant masks vs video temporal position ids." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Completely different problems: FlashAttention failure on Ministral-3 vs OCR index error in Kosmos2.5." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with offload are different code paths and failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components: MLA q_a_layernorm config precision issue vs torch.split return handling in a DSA indexer." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both touch vision models, but one is a dummy Conv2d cleanup and the other is a Perceiver resolution bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both mention embeddings/serialization, but one is device-dependent lm_head.weight serialization and the other is Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "'ADD THE DATA' is not a substantive bug report and does not match the chat-template tool-call crash." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention-related failures, but not the same issue: model-specific FlashAttention regression vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both are loading-related, but one is an AutoTokenizer v5 issue and the other is an ESM2 model breakage affecting workflows." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained behavior." + } + ] + }, + "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": 16, + "review_unit_index": 32, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45250", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:44016|issue:45823", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:43525|issue:43643", + "issue:43450|issue:44617", + "issue:42491|issue:43299", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220" + ], + "prepared_review_unit_hash": "f449d541e497c7b30307b5f941d4f280b4c295c274c133e68920bfdb69664380", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35151, + "estimated_input_tokens": 8788, + "estimated_eval_tokens": 17832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it spans unrelated bugs in tokenizers, model loading, processors, docs, and CI. None of the soft pairs look like true duplicates; they are at best broad theme neighbors. For a single representative issue, the best fit is the open, detailed multimodal processor bug (#44521), but there is no strong canonical duplicate hub here.", + "confidence": 0.94, + "canonical_issue_reason": "#44521 is the most active and detailed issue in the set, with multiple inbound references and a concrete reproducible processor/chat-template bug; it is the closest thing to a cluster anchor, though the cluster overall is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the strongest issue candidate overall because it is open, specific, actionable, and sits in a theme that overlaps several other processor-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Both mention processor/filtering performance, but one is a missing-file save_pretrained bug and the other is a slowdown regression; different symptoms and likely different code paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Both involve auxiliary/special handling around model outputs, but one is a tokenizer special-token decode bug and the other is missing auxiliary losses when denoising is off; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax/docs issue versus Gemma4 device-map forward device mismatch; unrelated problems." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration versus TensorBoard/TensorFlow backend detection; different modules and failure modes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions affecting model behavior, but one is masked LM prediction drift and the other is Deepseek tokenizer output corruption; not the same concrete change." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for a specific repo versus missing TensorFlow backend handling; no shared underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer task AttributeError versus missing aux losses in D-FINE; different tokenizer/model subsystems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for text-classification pipeline versus nonsensical SigLIP model outputs; one is documentation, the other is model behavior." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization differences across versions versus a vague non-technical issue title; no meaningful evidence of the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error versus init_empty_weights TypeError during model loading; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve processors/chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation; different functionality and fixes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different config-field load failures for different models; similar class of error, not the same underlying model-specific issue." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Cache-related generation issue versus CLIPVision hidden_states regression; separate code paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel branching bug versus ANSI codes in loading report; no overlap beyond both being utility/regression reports." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained versus Gemma-4 zero3 from_pretrained; different serialization/loading issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are configuration/loading problems, but one is a missing pad_token_id on a config class and the other is trust_remote_code dropping fields; distinct bugs." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video processor batch shape bug versus Sam3Video OOM; one is a shape correctness issue, the other is memory usage." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MoE models across versions, but one is LoRA compatibility on hf4.x/hf5.x and the other is base model loading failure in v5.0.0.dev0; not enough to treat as the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage deserialization error for Float8 tensors versus Qwen3.5 chat crash; unrelated failures." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Import error for AutoImageProcessor versus Python version incompatibility in Transformers 5.1.0; separate release/packaging issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch versus import latency regression; different concerns and fixes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape codes in a loading report versus a wrong docstring for position_ids; both doc-like issues, but not the same artifact or defect." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission in MoE versus D-FINE auxiliary-loss omission; superficially similar, but they affect different models and loss computations." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron-specific Flash Attention 2 unsupported error versus a generic Flash Attention 2 issue title; too vague to call duplicates." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question for DeBERTa-V3 versus missing transformers.onnx module; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access bug versus Gemma-4 zero3 loading issue; different runtime paths." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness regression versus unrecognized model/config.json issue; no same code-path evidence." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors versus _torch_extract_fbank_features() bug; both are media-preprocessing related at a high level, but not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 33, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44466", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:45362|issue:45375", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:45561|issue:45563", + "issue:44987|issue:45459", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:43232|issue:44336", + "issue:45375|issue:45759", + "issue:43526|issue:45003", + "issue:43065|issue:43408", + "issue:44496|issue:45003", + "issue:44995|issue:45200", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44466|issue:45335" + ], + "prepared_review_unit_hash": "fe56816867694ea5634b4be2dcbd3aadd605d122cc52f2668ea357f26b79b432", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36708, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated Transformers v5 regressions (imports, model loading, config handling, generation, and model-specific bugs). None of the soft pairs are strong enough to treat as duplicates, so no pair is accepted.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45003 is the most cross-cutting and infrastructure-oriented report in the set, centered on core loading/import behavior rather than a single model family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best representative of the cluster because it points to a broader core regression with wider impact than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is Qwen2.5 VL image processor export and the other is a missing huggingface_hub symbol; different underlying failures." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing names from different modules/classes; no shared code-path beyond generic import failure." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color leakage in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both touch generation/runtime behavior, but one is cache handling in chunked prefill and the other is a v5 API removal breaking trust_remote_code models; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5 VL import failure versus Python 3.9+/3.10+ compatibility breakage; different issues." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Interpreter-version support problem and a specific multimodal model loading failure are not the same underlying defect." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and AMP/CUDA crash in another loss class are distinct training bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen, but one is chat runtime failure and the other is a missing config field; different code paths and symptoms." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and post-upgrade tokenization slowdown are different problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech is a different model/config issue than the Qwen3_5MoeVisionConfig field loss." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are separate behaviors." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure do not share a concrete bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A resizing/tying bug and a broad tokenization-version change are not the same issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test xdist race on captured_info.txt and a stale warning in paged generate() are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for a specific repo and tokenizer error masking from missing protobuf are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5 VL import error and DeepSpeed ZeRO3/BertModel index error are entirely different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and ANSI output formatting in loading_report are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing Qwen3_5MoeVisionConfig field and failure to unwrap text_config in composite configs are both Qwen multimodal, but they are distinct config-handling bugs." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug and sys.modules access bug are not the same underlying problem." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type warning; different defects." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading for a specific repo is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is ZeRO3 deque underflow; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and import slowness are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder missing field and Qwen3OmniMoe video-input ValueError are different model-specific issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading for tokenizers and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization inconsistency of tied weights and resize_token_embeddings not propagating to decoder.embed_tokens are different embedding/weight-handling bugs." + } + ] + }, + "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": 16, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44869|issue:45356", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:28282|issue:30990", + "issue:44623|issue:45656", + "issue:42994|issue:43482", + "issue:44749|issue:45310", + "issue:44749|issue:45656", + "issue:42371|issue:45092", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478" + ], + "prepared_review_unit_hash": "7317290e78e7081ee57133e700b3f4691739c5b3eb3cdd33f6ed429d2aed85c8", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37273, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of mostly unrelated issue reports, and every soft edge looks like a false positive rather than a true duplicate. No PRs are present, and no merge candidates should be accepted.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45003 is the broadest core-framework bug in the set, but the overall cluster is too heterogeneous to represent a real duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best single representative because it targets a general runtime bug in core modeling utilities; still, it is not a strong duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: stale cache on second forward vs flash-attention None-aux crash." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer decode bug vs ESM2 model breakage; same broad area only." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warning paths: tied-weights config warning vs paged generate num_return_sequences warning." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a warning about tied embeddings; the other is a flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Zero3 from_pretrained loading issue vs optimizer stepping twice under deepspeed; not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning bug vs patchtsmixer post_init policy change; unrelated code paths." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache issue vs serve KV-cache tensor indexing crash; different concrete defects." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access vs xdist file race in testing utils; unrelated failures." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque underflow vs stale auto_mappings config reference; not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Shape mismatch loading Qwen3-VL model vs a warning about tied embeddings." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash vs tokenizer codec/regression handling; different subsystems." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import from image_utils vs protobuf-error masking in tokenizers; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs processor save missing files; both save_pretrained, but different objects and failures." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model init regression vs ESM2 broken model behavior; too broad to merge as duplicates." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs generation slowdown after upgrade; different symptoms and code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs bug vs missing cache in v5.0.0; related area but not the same defect." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug vs docs still referencing removed pipeline(); code vs documentation." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loader breakage vs unsafe sys.modules access; unrelated mechanisms." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError vs Sentence Transformers loading hang; both loading-related only at a very high level." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save files issue vs deepspeed optimizer double-step; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; opposite directions and different failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data preprocessing slowdown vs Qwen3.5 Moe from_pretrained error; not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown vs optimizer stepping twice; no shared underlying defect." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API/settings guidance vs remote-code meta-init incompatibility; unrelated issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 vision field vs trust_remote_code field loss; both missing-fields themed, but different models and causes." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 video attribute error vs Qwen2.5-VL position-id bug; distinct model families." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 compatibility issue vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 loading error; no concrete duplicate evidence." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure vs nonexistent image_utils import; similar import surface only, not same symbol or fix." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash vs auto_docstring annotations crash; different decorators and failure points." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure vs Llama4Config missing pad_token_id; unrelated model/config bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing config field silently dropped vs Qwen3.5-Moe from_pretrained error; related family only, not same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:43377|issue:44242", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:44964|issue:45137", + "issue:43901|issue:45561", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:43874|issue:45092" + ], + "prepared_review_unit_hash": "2950dc2212edc2a628d59324f2ff3a7cf4408c6e58fd667c3aae26414d833dd7", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue reports. The only strong duplicate signal is the Qwen3ForCausalLM VRAM leak pair, which matches exactly in title and is a good duplicate candidate, though the evidence here is still limited to the metadata/titles rather than full bodies.", + "confidence": 0.81, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the fuller, more active report in the likely duplicate pair with issue:43704: the titles match exactly and both point to the same Qwen3ForCausalLM VRAM leak scenario.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue candidate overall: it has the clearest duplicate match in the set and enough discussion/references to serve as the canonical landing spot for that likely duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and a strong likely-duplicate signal for the same Qwen3ForCausalLM VRAM leak report, though the available evidence is limited to metadata." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different components and symptoms: a SAM 3 vision encoder attribute error versus a tokenizer/model-mapping failure." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but the reported failures differ: from_pretrained loading error versus a missing config field being dropped." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different regressions." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different failure modes: fine-grained FP8 accuracy issues versus FP8 save_pretrained/moe serialization." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and bugs: broken VitPose models versus Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Related MoE/FP8 area, but not the same concrete code-path problem: save_pretrained bug versus from_pretrained loading error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend omission for torch install is unrelated to leftover dummy PT classes leaking into dir() and check_repo." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import names and likely different top-level export regressions." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to load-balancing loss not being added." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen models, but one is a general Transformers 5.0 compatibility issue and the other is a specific Qwen3.5 MoE loading error." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model loading/config error versus a pytest-xdist race in testing utils; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Testing race on captured_info.txt is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and a DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Doc mismatch for TextClassificationPipeline is unrelated to a pytest-xdist captured_info.txt race." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different options and different model families." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to token embedding reinitialization on resize." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation sync_gpus kwargs handling and attention-kernel divergence under torch.compile are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different behaviors and model families." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching under torch.compile is unrelated to a docstring mismatch for position_ids." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different symbols; not the same underlying issue." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to DeepSpeed ZeRO3 deque popping." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow job-state reporting bug is unrelated to AdaFactor OOM in DeepSpeed." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading issue in v5 and add_special_tokens BOS/EOS behavior are distinct bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior versus Kimi-K2.5 codec handling." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen3.5 MoE issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and old InternVL2 meta-init incompatibility are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is mostly grounded, but the positive Qwen3ForCausalLM pair is overstated. The packet supports a strong duplicate candidate because the titles match exactly, yet it does not establish an \"exact duplicate\" or prove the underlying bug is identical from the available evidence (the bodies are not shown, and the similarity signal is only moderate). The canonical/best-issue wording should stay conservative, e.g. \"likely duplicate\" or \"best duplicate candidate,\" rather than \"exact duplicate counterpart\" and \"same underlying bug.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44779", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44188|issue:44964", + "issue:43479|issue:44079", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:43976|issue:44933", + "issue:44222|issue:44297", + "issue:43479|issue:44869", + "issue:44297|issue:45656", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:30333|issue:34689", + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:44295|issue:44623", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:45092|issue:45357" + ], + "prepared_review_unit_hash": "64db26f1a81c53289e37ca25c43062ffe2f871daa41af120f71dd4b42ec30553", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38016, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No clear duplicate cluster emerges here: the items span unrelated issues across tokenization, model loading, training, config, imports, and save/load behavior. I would not select a canonical issue/PR, and none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue; the items cover distinct regressions and API mismatches rather than one duplicate bug.", + "canonical_pr_reason": "No PRs are present in this set.", + "best_issue_reason": "No single issue is a better global representative than the others; choosing one would be arbitrary.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenization behavior changes in v5, but one is about clean-up behavior and the other is a Deepseek tokenizer regression; different failure modes and code paths." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a dependency-version bump problem, the other is leftover dummy class cleanup; unrelated issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer/output regressions: clean-up text handling vs Pegasus model output differences across v4/v5." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a Phi-4 multimodal loading failure." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization for Phi4 multimodal and ModelOutput key assignment are separate bugs in different components." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered buffer and double optimizer stepping with deepspeed are different runtime problems." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch import surface area, but one is a missing image_utils import and the other is dummy PT class cleanup." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and a missing image_utils import are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an import export issue are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch; different fixes." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 config defaults and Whisper timestamp decoding are unrelated subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata and deepspeed optimizer stepping do not describe the same defect." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "A feature-extractor regression and an auto-docstring crash are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues and processor.save_pretrained missing files are different problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is about MoE FP8 saving and the other about missing processor files." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors from different packages/modules; not the same underlying change." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed jobs and Trainer.compute_loss signature breakage are unrelated training issues." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index errors are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation issues are distinct model/runtime regressions." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow job-state reporting and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and the 50GB shard-size question are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config serialization and Qwen3.5 MoE from_pretrained errors are different issues." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError for missing PyTorch and MLFlow reporting after failed jobs are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split return-value issue and a meta-initialization compatibility regression are different model-loading bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection at /v1/chat/completions and Gemma4Processor missing _tokenizer are distinct failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "The DSA indexer split-values bug and the DSA indexer ReLU discussion are not the same concrete defect." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and a RoPE implementation discussion are not the same bug/change." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VLProcessor batched chat-template crash and an auto-docstring AttributeError are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4 multimodal config defaults and junk-filled non-persistent buffers are different regression classes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access and missing processor save files are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision and old InternVL2 meta-init incompatibility are separate model issues." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and Gemma eos_token_id inconsistency are different tokenizer/model config problems." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility and Qwen3.5 visual-encoder save_pretrained keys are unrelated regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 37, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44779", + "issue:44913", + "issue:44945", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:22355|issue:28282", + "issue:42886|issue:42994", + "issue:39401|issue:44568", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:42831|issue:44038", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43232|issue:45593", + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:43122|issue:44514", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43723|issue:44442", + "issue:43723|issue:44779", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "fe2aeea8e52727ac6501246d09db897accf360a5a4009cdefb296ffb7fb87204", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35653, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose cluster of mostly unrelated Transformers bugs: tokenizer/import regressions, model-specific config issues, generation bugs, and save/load failures. There is no strong duplicate pair; most soft edges are only superficially similar (same subsystem or same error class) but not the same underlying defect.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('Many import errors after update from 4.57.0 to 5.5.0') and best matches the cluster\u2019s dominant theme of import/load regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is recent, open, and broad enough to cover multiple import-related symptoms, even though the overall cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different bugs: one is Sentence Transformers hanging during load, the other is a zero-probability inference issue for a specific SigLIP2 model." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they affect different model classes and different fields; no sign of the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and likely different export paths/regressions." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated missing-module vs missing-dependency errors: transformers.onnx is a module import issue, while AutoModel/PyTorch is an environment dependency issue." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths and failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors (offset mapping vs special-token insertion)." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Accuracy degradation in FineGrainedFP8 is not the same defect as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime tensor-splitting bug; the other is a docstring-only issue." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different generation failures: pipeline-parallel output corruption vs an infinite loop on a specific image/model scenario." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Related to imports, but one is a specific missing hub symbol while the other is a broad multi-import regression; not enough evidence of the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Accuracy issue and model-loading bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI environment command is unrelated to a NameError while importing sentence-transformers." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache offline loading is unrelated to tokenizer decoder-type metadata in v5." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state-update bug and D-FINE auxiliary-loss bug are different subsystems and symptoms." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration warning/behavior issue is unrelated to a torch.split return-value bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific architecture bugs: RoPE-layer dropping vs a tied-weights warning involving Qwen3-Next." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug and AutoProcessor kwargs forwarding bug are different loading-path issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang and MacOS bus error are different failure modes on different models." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized/dequantized model saving failure is unrelated to incorrect generation output under pipeline parallelism." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor file lookup/kwargs handling is unrelated to chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior changes and processor chat-template batching crashes are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access and tokenizer_class metadata mismatch are unrelated serialization/runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs handling and category cardinality limits are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both concern AutoTokenizer loading, but one is a broad v5 regression and the other is a model-specific tokenizer failure; not clearly the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer loading failure and incorrect tokenization results are related only at a high level, not the same concrete defect." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but the specific missing AutoImageProcessor symbol is not enough to treat it as the same underlying issue as the broad import-error report." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with a NameError is unrelated to a CI break from stale auto_mappings references." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized-model saving and invalid GenerationConfig are different bug classes." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning during instantiation is not the same as a missing attribute error in SAM 3 Video." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config discussion about rms_norm_eps is unrelated to a docstring issue for position_ids." + } + ] + }, + "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": 16, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "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:44936", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753" + ], + "soft_pairs": [ + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:39401|issue:44488", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44521", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43066|issue:44779", + "issue:22355|issue:28218", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "cd7ac97c73b62507b4b1eb888a426dd84fc8609ba3149eee6769dd643da71ebc", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: most items are unrelated Transformers bugs spanning tokenization, model loading, export/save paths, attention kernels, and trainer behavior. None of the soft-similarity pairs are safe duplicates, and there are no PRs to choose from.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue is a clear canonical for the whole set; the items span many unrelated bug classes, so collapsing them into one duplicate cluster would be unsafe.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must stand in for the mixed set, issue 43122 is the broadest regression-style report, but it still only represents a narrow tokenizer subset and does not unify the other topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA/ReLU discussion and GLM-5 RoPE implementation are unrelated model-internal issues." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs multimodal assistant_mask bug; different code paths and symptoms." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are distinct bugs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output issue vs Gemma 4 token-type defaulting; not the same problem." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is not the same as loading Phi-4 multimodal instruct." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer behavior in v5, but they are different model-specific regressions." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load/runtime bug and tokenizer_class save metadata mismatch are different issues." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different failure modes: dequantized save_pretrained vs gguf_file breaking from_pretrained." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug and sleng-bert load failure are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer access error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and example-script classification output bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both touch Moe models, but one is a load/runtime regression and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset_mapping regression and multimodal chat-template assistant masks are different tokenizer features." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained corruption and the other is from_pretrained failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import/export regressions from different packages and symbols." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression and Deepseek tokenization regression are not the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx import and extra-space tokenization are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving models, but the model families and serialization failures differ." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs Qwen3.5 flash-attention generation bug; different path and symptom." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder weight-loading and AutoProcessor cached_file kwargs are unrelated from_pretrained issues." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated model-specific bugs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior setting guidance and missing image-patch API are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version incompatibility and flex_attention import version check are different compatibility bugs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 discrepancy and Qwen3_5 infinite loop on one image are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and train/evaluate lifecycle failure are unrelated trainer/optimizer bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different from_pretrained failures; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification behavior and pipeline translation error messaging are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example output bug and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are unrelated generate-path issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 39, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45588", + "issue:45656" + ], + "soft_pairs": [ + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:43408|issue:43742", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:43066|issue:43122" + ], + "prepared_review_unit_hash": "2724faf083c36c37dfebc72192d733073918af088bbbf921c89cdf7902c03e8d", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues. A few share broad themes like tokenization, import regressions, or dtype/backend problems, but none of the soft pairs look like the same underlying bug or change. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after upgrading 4.57.0 -> 5.5.0), so it is the most plausible central tracker, though it still does not match most other items as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different failures: FSDP2/PEFT optimizer-state corruption vs GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different code paths: qwen3_omni_moe helper behavior vs flex_attention import/version check." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing symbol import; the other is a broad collection of import errors after upgrade." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but for different models and different symptoms: offset_mapping vs incorrect tokenization output." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and wrong offset mapping are distinct failures with different affected code paths." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to a flash_attention crash on s_aux=None." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx import and layoutlmv3 error-message clarity are unrelated issues." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are not the same change or bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation issues are different problems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT dependency version bump and flex_attention import gating are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and missing-torchvision processor crash are different layers of the video stack." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and _patch_mistral_regex backend_tokenizer crash are separate tokenizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing names and different failure causes." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mapping and runtime post-processor update behavior are different tokenizer features and bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing attention projections in qwen3next and Qwen3.5 from_pretrained errors are distinct model-loading/model-definition issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are unrelated behaviors." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument mismatch and PretrainedConfig type checking regression are different API breakages." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken vitpose models and missing TensorFlow backend with tensorboard-only install are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size is not the same as a Qwen3.5-Moe from_pretrained failure." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model config are different config-loading errors." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow not included in a torch-only install and broken vitpose models are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker warning and MobileLLM key error are different model-loading problems." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer.step() called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Phi-4 multimodal load failure is not the same bug as a broad upgrade-wide import error regression." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A bfloat16 compile warning and Blip2 dtype staying float32 are distinct dtype-handling issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and changed tokenization output across versions are related broadly, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 40, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:42222|issue:45459", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:42673|issue:43577", + "issue:44964|issue:45071", + "issue:43931|issue:44410", + "issue:44261|issue:44485", + "issue:44964|issue:45341" + ], + "prepared_review_unit_hash": "75b45e90a60991d0555d8bc0cc7300d291b1ccc62fe0d0ea1ccda5d34eeb0b21", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38778, + "estimated_input_tokens": 9695, + "estimated_eval_tokens": 19646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports and regressions. The soft-similarity links are generally superficial, sharing only broad terms like import errors, Qwen/GLM model names, or flash-attention, but not the same concrete failure mode or code path.", + "confidence": 0.85, + "canonical_issue_reason": "No single true duplicate stands out; issue 45478 is the best representative because it is a concrete, reproducible v5.4.0 regression with a specific model and loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45478 is the strongest global representative: it names the affected version, model family, and failure surface clearly, making it the most actionable anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API/settings warning vs. MLA q_a_layernorm precision bug; different root causes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation vs. audio feature extraction issue; unrelated modules." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in GLM46V processor vs. RMS norm epsilon precision issue; different defects." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 vs. Qwen3.5 MoE from_pretrained failure; different model/code paths." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs. model loading regression; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage vs. protobuf-hidden tokenizer errors; unrelated failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API vs. unexpected position-id key warnings; only loosely related to configs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior vs. GLM-5 RoPE implementation; different code paths." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 compilation warning vs. sam3 model-type warning; different symptoms." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention load failure on Ministral-3 vs. degenerate training with flash_attention_3; not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import error vs. PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type-checking breakage vs. missing TensorFlow backend error; different areas." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings vs. FineGrainedFP8 accuracy issue; both precision-related but distinct." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in dataloader threads vs. Qwen3.5 flash-attention generation bug; different failures." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak report vs. isolated reproduction of another issue; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch vs. Qwen3-VL-Moe bug; same family, different defect." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling vs. physical-intelligence/fast load failure; unrelated code paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API vs. gguf_file load breakage; different loading problems." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs. PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility break vs. pipeline parallelism output corruption; different issues." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs. shard-size question; no overlap in defect." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "sam3 model-type warning vs. tie_word_embeddings warning in Qwen3.5 LoRA; different configs/models." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch helper vs. torch.split return-value issue; only both are GLM-adjacent." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention training collapse vs. category-count ceiling error; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different missing names/modules; not duplicates." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2+PEFT optimizer-state bug vs. Liger Kernel not applied with model_init; distinct training stack problems." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "qwen3next missing projections vs. missing deepstack_visual_indexes field; different model configs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "layer_type_validation import error vs. HybridCache import error; separate missing symbols." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs. auto_docstring future-annotations crash; different subsystems." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "tie_embeddings API removal vs. flash_attention sink-less-model AttributeError; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-arg TypeError vs. tokenizer-mapping None handling; different tokenizer bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs. qwen3next missing projections; same broad family only, not same defect." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in threaded dataloading vs. Blip2 dtype staying float32; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45071", + "accept": false, + "reason": "Phi-4 multimodal load failure vs. PretrainedConfig typing regression; different problems." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-30B shape mismatch vs. qwen3next layer-0 projection omission; distinct model-loading failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision bug vs. GLM-5 RoPE implementation; different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading failure vs. a testing_utils bug; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 41, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45372", + "issue:43097|issue:43901", + "issue:43986|issue:45341", + "issue:42617|issue:45341", + "issue:43825|issue:44655", + "issue:45341|issue:45588", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:43299|issue:43867", + "issue:43064|issue:44380", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655" + ], + "prepared_review_unit_hash": "e527c17d9643afcb7aa4aa57ff8fe8832b904d9c122bb88f421bb4769e230c6e", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37412, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated import errors, saving/loading regressions, chat-template issues, testing-utils bugs, and model-specific training/inference problems. I found no pair that clearly shares the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No true duplicate hub stands out because the set is mixed; if a placeholder canonical is needed, issue 43986 is the most representative concrete bug report (clear repro, actionable loading failure, some discussion).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43986 is the strongest representative by specificity and diagnosability, but it should be treated as a standalone report rather than a duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different failures: local_files_only/network behavior vs missing embed_tokens weight during UMT5 loading." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor video-model crash without torchvision is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Testing-utils bug vs Qwen3_5Moe CPU-offload incompatibility are unrelated code paths." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings API and quantization offloading behavior are different issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as a reproduction of an older separate issue." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to batched chat-template tokenization crashes." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Same file area, but one is a generic testing_utils bug and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video models is unrelated to ReasoningEffort import failure breaking Gemma 4 loading." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "API removal and documentation mismatch about return_all_scores are not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video processor loading and a testing_utils bug do not share the same underlying cause." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py failure is unrelated to the testing_utils.py bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and save_pretrained pipeline serialization are different problems." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing-utils issue and flash_attention sink-less crash are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight loading and max_shard_size default behavior are not the same issue." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A warning about bfloat16 precision is unrelated to a compile-time SDPA failure in Bamba." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers are unrelated to Bamba SDPA torch.compile failures." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch warning during compile and a tie_word_embeddings warning in Qwen fine-tuning are different symptoms." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading regression is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Quantized model save failure is unrelated to a Qwen3_5 infinite-loop generation bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save paths with different failures." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions API request rejection is unrelated to apply_chat_template batching crashes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different compile-related issues: precision warning vs flex_attention runtime failure on newer torch." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages and code paths." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Removed configuration_utils symbol import and local_files_only network behavior are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request validation and assistant tool-call chat templating are different failures." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Different CLIP v5 regressions: attentions not assigned vs hidden_states missing." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "General Qwen3-VL-Moe loading bug and fp8 inference support request are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and sorted-state_dict load error are different load-path issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling config are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request handling is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores and pipeline serialization failure are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are different attribute errors." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic load error with sorted state_dict and Qwen3.5 save_pretrained regression are not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and inability to save Pipeline objects are different save failures." + } + ] + }, + "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": 16, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45753" + ], + "soft_pairs": [ + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:36010|issue:42757", + "issue:43756|issue:44485", + "issue:44220|issue:44655", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:43992|issue:45310", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:43352|issue:45478", + "issue:43618|issue:44380", + "issue:43064|issue:44492", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43867|issue:44484" + ], + "prepared_review_unit_hash": "eb96307c0f8904c7e3d917679a011b40f7f6c099a610a4bb307a75d038d78083", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports across unrelated models/features. The only plausible duplicate-like pair is the import-time slowdown reports (41669/44246); the rest share at most superficial keywords like model names, RoPE, or FlashAttention and are not the same concrete defect.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different models and different failures: FlashAttention 2 unsupported vs invalid GenerationConfig." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen, but one is tokenizer decoder type and the other is video position IDs; different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors from different packages/symbols, not the same missing-name regression." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation defects." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Unrelated areas: fbank feature extraction vs saving Pipeline objects." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different model/code paths: GlmMoeDsaIndexer split behavior vs DeepseekV3MoE divergence." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class, but different configs, models, and missing fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions omission is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "One is a reproduction of an older issue; the other is an infinite-loop bug for a specific image in Qwen3_5." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute error vs MoE load-balancing loss computation; different defects." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failure modes: Gemma3 config missing field vs glm-4v-9b loading failure." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a loading regression and the other is a model-generation infinite loop." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support issue vs Python-version compatibility issue." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Different attention backends and different code paths; not the same model bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and loaders: UMT5Encoder missing weights vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling regression is unrelated to single-label classification zero-loss behavior." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic state_dict loading error vs a missing Qwen3_5MoeVisionConfig field; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe Transformers import-time slowdown; one is a specific cause report and the other a broader symptom report." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed training optimizer-state bug vs a cache-strategy typo." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 torch.jit.parse indentation problem are not the same failure." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing Gemma3Config field vs tokenizer mapping returning None; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing set_seed and xdist file races are different issues." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "API removal warning vs FlashAttention support bug; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 serialization, but one is a generic sorted-state_dict load error and the other is incorrect visual encoder keys on save; not clearly the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same family name but different Qwen3.5 MoE import error vs Nemotron FlashAttention support." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA ReLU absence in indexer is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer-state corruption during training vs inability to save Pipeline objects." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tp-caused OOM are different symptoms and likely different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init policy issue is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model loading error vs save_pretrained shard-size question; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays close to the packet and does not overclaim. The lone accepted soft-edge pair (41669/44246) is conservatively framed as a slowdown/import-time similarity, while the other verdicts are appropriately cautious about differing models, symptoms, or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45375", + "issue:45478", + "issue:45588", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:43618|issue:45588", + "issue:44655|issue:44938", + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:42548|issue:44351", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:44315|issue:44360", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576" + ], + "prepared_review_unit_hash": "d920bfabba481c67ee8de9ecd9c6162b849002cb89b5c7c51623d5ce7f24c09d", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37953, + "estimated_input_tokens": 9489, + "estimated_eval_tokens": 19234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity set around Transformers v5 import/load regressions, but the individual issues are largely different bugs. No pull requests are present. 45278 is the best umbrella issue, though the cluster is too heterogeneous for a strong duplicate canon.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the broadest, most representative report: many import errors after upgrading to v5. It best matches the recurring upgrade-related import/load failure theme across the set.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the strongest global anchor because it is the most general and recent issue describing the dominant symptom family in this cluster. It is still only a partial fit since many items are unrelated specifics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are import/loading failures, but one is a missing-PyTorch ImportError and the other is a tokenizer-loading regression; different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions assignment and an AMP/CUDA crash in LwDetrImageLoss are unrelated bugs." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different symptoms and components: CLIPOutput attentions vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "AttributeError in flash_attention.py on s_aux=None is a different failure mode from CLIPOutput attentions not being assigned." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Documentation mismatch for text-classification output is unrelated to Python 3.14 load failures." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SAM-HQ integration test is unrelated to model loading for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both involve tests, but one is missing set_seed and the other is a stale device override CI failure; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test nondeterminism and broken auto_mappings references are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only behavior and AddedToken keyword duplication are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update no_grad decoration and unused SGD args are different code paths." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A missing set_seed in tests is not the same as a bug in testing_utils.py." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are separate problems." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only API leakage is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a performance regression after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained regression; too different to merge." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers getting stuck loading is unrelated to forward-signature documentation confusion." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and a strict-config field drop are different model/config issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory/OOM behavior and checkpoint reload compatibility are different regressions." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decoration issue is unrelated to a general import-error report." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload after upgrading are both load-related, but not the same concrete failure." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network calls and FP8 save_pretrained bugs are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update autograd decoration and a tie_word_embeddings warning are different issues." + }, + { + "left": "issue:44315", + "right": "issue:45850", + "accept": false, + "reason": "Liger Kernel not applied with model_init is a specific integration bug, while 45850 is only a vague broad complaint." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors and PretrainedConfig type-checking regressions are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors are unrelated to save_pretrained for pipelines." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3.5 are related in area but not the same fixable code-path." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after removals and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 model loading breakage are different load failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode and the broken transformers env command are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:43299|issue:44556", + "issue:43010|issue:45656", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43010|issue:43976", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44373|issue:44961", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:41669|issue:44351" + ], + "prepared_review_unit_hash": "13417d2242fc2cc2d1644ce8c4124387c52c4dd018136473e6178ee13f4a65e7", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38946, + "estimated_input_tokens": 9737, + "estimated_eval_tokens": 19730 + }, + "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, with a loose common thread of v5 regressions and import/load breakages. There is no defensible single duplicate target; the closest umbrella is the broad \"v5 breaks many models\" report, but it is too generic to canonicalize the whole set.", + "confidence": 0.18, + "canonical_issue_reason": "No safe canonical: the issues span unrelated bugs (docs, import errors, tokenizer/model loading, training/runtime failures), so they are not the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest umbrella for the shared v5-breakage theme, but it is too generic to serve as a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both involve model loading after v5, but one is Qwen3-VL MoE-specific and the other is general checkpoint reload incompatibility." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Different problems: no_grad decoration for cache/layer updates versus DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command is not the same as a missing exported class import." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "v5 env command breakage and PretrainedConfig type-checking regression are different failures." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No relation beyond being separate model-specific bugs; titles do not indicate the same defect." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different packaging regressions." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Specific import symbol breakage is not the same as the transformers env command being broken." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad issue and Python-version compatibility problem are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Env command breakage and HybridCache import failure are different issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the racoon-named issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Training bug versus documentation mismatch; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "AutoImageProcessor import failure and compiled-file execution errors are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Precision/config issue in MLA q_a_layernorm is unrelated to the DSA indexer ReLU discussion." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch lazy/import behavior, but one is a generic lazy-loading complaint and the other is unsafe sys.modules access." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading breakage is not the same as the TensorFlow backend error from tensorboard-only installs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files is concrete; \"Bug report\" is too vague to match it." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is 2D box hallucination/error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command is not the same as checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output bug and PretrainedConfig type-checking regression are different defects." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Broad Qwen3-VL-Moe failure and missing _tp_plan for tensor parallelism are not the same code-path bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is model-specific, not the broad v5-breakage meta issue." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * from models and chunked_prefill cache absence are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern old checkpoints after v5, but they affect different model families and different failure mechanisms." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong position_ids docstring has no connection to the racoon issue." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific, not the broad v5-breakage umbrella." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a model-specific runtime bug, not the generic v5-wide complaint." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are different components and bugs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy loading not working are related at a high level but not clearly the same underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type warning and Liger Kernel not applied with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility issue is unrelated to the Qwen3-VL bounding-box bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support limitation and Qwen3-VL bounding-box output error are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling do not share the same bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler timescale kwargs and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer config mismatch after save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer/position_ids reading error is a specific bug, while the other item is too vague to match it." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* cleanup in models and HybridCache import failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:44077", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:44315|issue:44829", + "issue:41669|issue:44492", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44492|issue:45850", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43525|issue:44861", + "issue:43066|issue:44998", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "244ee41145414b9c3fc768821af05ab88205ec7defb4e8d396d98354aa2e2ecd", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 51, + "serialized_chars": 42263, + "estimated_input_tokens": 10566, + "estimated_eval_tokens": 21388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and only loosely connected by Transformers v5 regression reports around loading/import/model-init behavior. I do not see any soft pair that is a true duplicate, so all soft edges are rejected. The best umbrella issue is the broad v5 breakage/import-regression report.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the best umbrella for the cluster: it is the broadest active report of v5 upgrade breakage and is more representative than the very vague catch-all issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most actionable and central issue among the set, covering the common v5 regression theme better than the narrower model-specific bugs or generic placeholders.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Different bug: chunked_prefill cache handling vs cache-strategy typo." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: import-star cleanup/perf vs testing_utils bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is about import errors and the other is a generic breakage report; not the same concrete issue." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model/problem: Qwen3-VL bbox output vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Specific GLM46V processor AttributeError vs a generic 'many models break' complaint." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application via model_init is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Different issue: import-star cleanup vs cache-strategy typo." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs removal issue vs scheduler kwargs bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Tied-weight key crash is unrelated to the optional post_init policy change." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docs confusion vs tokenizer-loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star cleanup vs scheduler kwargs bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings migration vs cache-strategy typo." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Both are v5 regressions, but env CLI breakage and lazy-loading failure are distinct code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipelines and tied-weight key handling are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different models/code paths: DSA ReLU vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo vs a generic 'many models break' complaint." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading vs inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report placeholder vs specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math vs GLM-5 RoPE implementation." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup vs VRAM leak." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation vs scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion vs model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs confusion vs ImportError in configuration_utils." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel/model_init issue vs remote-code/meta-init incompatibility." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and bugs: GLM-5 RoPE vs Gemma-4 audio encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings vs VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only being ignored is unrelated to timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp math vs processor.save_pretrained file output." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp math vs VRAM leak." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Related tokenizer-v5 theme, but behavior drift and decoder-type bug are different concrete issues." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an irrelevant placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash vs apply_chat_template crash." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak vs an irrelevant placeholder issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup vs an irrelevant placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "pad_token_id/config regression vs tied-weight key crash." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "pad_token_idx/config regression vs tied-weight key crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs missing import symbol." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA ReLU issue vs an irrelevant placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 support request vs processor.save_pretrained file bug." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow run-state reporting vs checkpoint-loading slowdown." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown vs tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowdown vs docs typo." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 inference support vs from_pretrained error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowdown vs tokenizer-loading regression." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return issue vs Gemma-4 audio encoding." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs fp8 Qwen3.5/Qwen3-VL support." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "280e1d612c296538eee9e61be0408b96a4c8b34a3f3ed7e2b372b90d5eb322ed", + "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": "These are two separate feature requests in the same project area, but they target different integrations: Flash Attention 2 support vs GGUF support. They should not be clustered as duplicates or one canonical item.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits both items because they request different capabilities for different architectures/formats, with no shared code-path or concrete overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick one representative for its own topic, issue #26350 is the clearer single feature request, but it does not represent the GGUF request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature areas and underlying changes: Flash Attention 2 support is an attention backend/architecture feature, while GGUF support is a model-format/loader feature. They are 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": 4, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "4700850f3349f8e408577c184590c602d100ceffb4c0f56f54a2d8c046c147b8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all documentation-translation request issues, but they do not look like the same underlying request or bug. The Turkish-specific issue is distinct from the generic language-template issues, and the generic ones lack evidence that they refer to the same language or same translation task.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ([i18n-TR] Turkish) and is more informative than the generic placeholder-style issues.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the best representative of the cluster because it has a specific target language and a fully qualified title, unlike the placeholder issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests: Turkish vs an unspecified language-template issue; same broad docs translation theme, but not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The titles indicate different language-targeted translation requests; no evidence they are duplicates of one another." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request versus a generic language placeholder issue; similarity is only in the template text." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template-style issues, but there is no concrete evidence they refer to the same language or same translation effort." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical template phrasing alone is not enough to treat them as the same issue; they may represent different languages or separate requests." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same placeholder title format, but no explicit target language or shared identifiers to confirm a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:36879|issue:37015", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "2d3a7ceb968fc82c3619d90a1f0763914c3e3976e13e728834b5ff1f2a2527f5", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20708, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20708, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate model-request issues (BERT variants, ASR/TTS, OCR, DETR, perception encoders, sparse transformers). They share a generic \u201cadd model support\u201d pattern, but not the same underlying bug or change, so I found no true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items request different models and capabilities, so they are not duplicate reports of one bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication: the cluster is too broad and the requests are independent, so none safely represents the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBert vs DEIMv2; same broad request style only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support vs Qwen3-TTS support; unrelated model types." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR are different models and different code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision models, not the same request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio 1.5B target different domains and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and circuit-sparsity are unrelated architecture requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR (detection) and Qwen3-ASR (speech recognition) are different features." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs circuit-sparsity/circuitgpt are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT variants with distinct support needs." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support vs Qwen3-ASR support; different models/tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer support are separate changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct architectures, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral-4B-TTS-2603 are different model integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated models and code paths." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only in theme, not in concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "RoPE-enabled BERT-like models and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related branding but different tasks and support work." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer support are different underlying changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models, not one duplicate issue." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech/audio models." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model families and tasks." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer/circuitgpt and EUPE are unrelated architecture proposals." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different domains with no shared code-path issue." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are distinct changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models/tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model areas and changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "77ef16526c220b120ad705a68773149b9490ca1c85b97c48a0b194a9fca5d392", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely similar by being small correctness/typo-style reports, but they cover different models, configs, and tokenizer behavior. I do not see any true duplicate pairs in this cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43668 is the cleanest representative of the loose similarity cluster: a small, concrete config/type-correctness bug. The other issues are separate model, loss, tokenizer, or typo problems rather than the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "43668 is the most suitable anchor because it is precise and actionable, but it should still be treated as its own issue rather than a duplicate umbrella for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different bug classes: Llama4 normalization semantics vs ModernBERT config type hint. No shared code path or concrete duplicate signal." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss-kwargs forwarding are distinct bugs in different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Segmentation loss parameter usage is unrelated to the tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unrelated issues: model loss parameter usage vs a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different subsystems and defects: Mask2Former behavior vs a ModernBERT config annotation bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs propagation is unrelated to a config type-hint mistake." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config typing and tokenizer regex warnings are separate, non-overlapping bugs." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but one is a config type hint and the other is a string/attribute typo; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "c36a7eacc89892d9fa28a706ce07b0b0b2a36f68a5bdaa7afd47cbfbbb732b84", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests block decoding support, the other requests DeepSeek v3.2 support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because they describe different feature requests and do not appear to be the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Titles and likely intent differ substantially: block decoding vs. DeepSeek v3.2 model support. No evidence they target the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "f0195d356360e4be2cf96a025d3e360b8b81ec2d6d81775a2a3a3b9b9ceaa5f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad theme level (custom trainers/Trainer extensibility), but they describe different problems and code paths: one is about `remove_unused_column`, the other about FLOPs estimation. I would not treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more specific Trainer customizability problem centered on `remove_unused_column`, making it a clearer canonical representative for that topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best single issue to keep because it names a concrete Trainer behavior and likely has the most actionable scope among the two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying issues: `remove_unused_column` behavior vs FLOPs estimation for custom trainers. They share a general Trainer/custom-trainer context but do not look like 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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "2285fc9cddcb14291f775cbae5a0e9c9d7f2343015c5eaa2b5b613e46a929b46", + "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": "These are both model-support requests for Qwen variants, but they target different capabilities and different model families: Qwen3-Omni auto-class registration versus Qwen3.5 sequence-classification support. They do not look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue cleanly represents both items because they request different functionality; if forced, issue 43684 is the broader registration request, but it should not be treated as a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different requested support: AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni versus AutoModelForSequenceClassification support for Qwen3.5. They do not describe the same code path or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "65e5db4f89c74b105667aaf03e8ce93cebc1381a6fb267c0fa92cbe6347c3f08", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like low-signal issue noise: three near-identical issues titled \"huggingface \" and one unrelated short title \"Fett\". There isn\u2019t enough substantive content to confidently merge any pair as the same underlying bug.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43845 is the best representative because it is the earliest of the repeated \"huggingface \" issues and closest to the apparent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the most canonical issue candidate: earliest among the repeated-title issues, with the same minimal wording as 43846 and 43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body or target details to indicate the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of a shared underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles; the available metadata is too thin to treat them as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical short titles, but there is no substantive description or target evidence to confirm the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title text, but the record lacks enough detail to safely merge them as one bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title text, but no body/target evidence establishes a shared underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "6a037fe9c8df00aea33cf06d23992ec1d75af707ac746967ef7fa0185b2ac6e5", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are low-information spam/placeholder issues with different surface titles and no evidence of a shared underlying bug or change. They should not be merged as duplicates; treat them as separate junk reports, with one generic spam issue as the best representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44371 is the earliest clear spam placeholder ('') and is as representative as any other item in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best representative because it is a generic spam placeholder and predates the other similarly empty items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders, but there is no concrete shared bug/change to justify duplicate merging." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders, but the cluster lacks any actual technical issue identity to unify." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a documentation suggestion; they do not describe the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are different spam-style titles with no evidence of the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They are both spam placeholders, but there is no concrete underlying bug/change to establish a true duplicate." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different spam-like titles with no shared technical subject or code path." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different spam-like titles with no shared technical subject or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "30781db1a62da1fafdfeeee6d00a3023179924a5762c35e279add45455063975", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#45145 and #45151 look like a likely duplicate pair: they have identical titles, very similar body lengths, and a soft-similarity signal. The evidence is suggestive but not definitive, so the duplicate assessment should stay conservative. #45145 is a reasonable canonical choice because it has an inbound reference.", + "confidence": 0.8, + "canonical_issue_reason": "#45145 is a reasonable canonical issue because it has one inbound reference and the pair appears to be a likely duplicate based on identical titles and soft similarity. The packet does not prove the two reports are identical, so this is a conservative choice rather than a definitive identity claim.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate because it is the likelier canonical representative of this duplicate pair and has the only inbound reference. The available evidence supports similarity, but not certainty that the two reports are the same.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate pair: identical titles, very similar body lengths, and a soft-similarity signal. The evidence is enough to treat them as the same underlying report for triage, but not strong enough to claim strict identity." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the evidence in the packet. The packet supports that #45145 and #45151 have identical titles, similar body lengths, and a soft-similarity signal, but it does not show the bodies themselves or prove they are the same report. The canonical-choice rationale is also only weakly grounded: having one inbound reference makes #45145 a reasonable pick, but not definitively the same duplicate. Please phrase this as a conservative similarity/likely-duplicate assessment rather than a firm identity claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "fe1979d9764c81cd6adcdc76743dcc7300d6132e514bc92e4a2d21f4b821af5e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different 4-bit inference bugs in the same general area, but they do not appear to share the same root cause or fix path. One is a Gemma4/audio-module uint8 `torch.finfo()` TypeError; the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the more general and clearly actionable BitsAndBytesConfig regression, with higher discussion activity; if a single representative issue is needed, it is the better anchor, though it is not a duplicate of 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure modes and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion logic. Shared 4-bit inference context is too broad to treat 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": 15, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "f764d3673d0ebed7502fa72c8dc50f4e42af523ca86355385eefb7930eff99ba", + "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 not duplicates: they reference different people and different dates, with only a shared surname-like token creating weak similarity.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and birth dates; no evidence they describe the same underlying issue or content." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "bcec43db9aaf53e57742d54e5153f5efa7382e045bee057d91f46cd0c7d95278", + "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": "Both items are closed, empty issues with unrelated person-name/date titles. There is no evidence they describe the same bug or even a software problem; they look like separate low-signal/possibly spam issues.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative: both have no body, no links, and no technical content to identify a shared underlying report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in title structure; the names/dates differ and there is no technical content indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "96bf7125b236f5dc8d123aa48d42745a15b3df7129e3b65b913ee207e74cfe35", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` patches (43251 and 43254), which target the same issue and same code path; all other soft-similarity pairs are too broad or clearly different changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the cross-entropy kwargs fix: it directly targets issue 43240, patches the shared helper in the intended way, and is the clearer of the two near-identical variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest standalone PR in the only real duplicate pair; it is a focused bugfix with an explicit issue link and broader, cleaner coverage than 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model addition vs. an ExecuTorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated feature areas: Mistral tokenizer API methods vs. adding MobileLLM." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method fix and ExecuTorch export test are not the same bug/change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch pretrained/processor loading only in a very broad sense; they fix different models and different problems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy helper kwargs fix is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different targets: loss helper kwargs vs. Mistral4 test/model adjustments." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape test does not match Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Exportability test and new model implementation are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Model addition and config-resolution fix are distinct changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different models and different code paths; no shared concrete bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming are separate issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 testing/model fixes are unrelated to docs for audio/video processors." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model test fixes do not match the `cls.config` resolution order bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto/modeling filenames are incidental; one is a model PR, the other is a docs/skill scaffold." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is not the same as adding the model-creation skill docs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model code and processor docs are different artifacts." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug in `fixed_cross_entropy`, same shared helper, same issue target 43240; these are duplicate implementation variants." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well-grounded in the packet. All non-43251/43254 pairs are conservatively rejected as only soft-similar or clearly different changes, and 43251/43254 are correctly identified as the only mergeable same-bugfix pair because they touch the same helper in the same file and share issue target 43240. No evident overstatement beyond the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "78353c94123f971b64c3f40c43ca133ce1fdff7b4c583072a5f85afc263a2e93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are VibeVoice implementation PRs, but they are not the same concrete change: #40546 is the base VibeVoice integration, while #42781 adds a separate realtime variant plus an acoustic tokenizer and related generation/model updates. They overlap heavily by file path because #42781 extends the same subsystem, but it is not a duplicate merge candidate of the earlier PR.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42781 is the broader and more up-to-date VibeVoice PR, covering the realtime path and the acoustic tokenizer alongside the core model integration.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the best representative of the cluster because it contains the later, more complete VibeVoice work and subsumes the base implementation context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared filenames reflect a common VibeVoice subsystem, but the change sets are not the same underlying feature: #40546 implements the base model, while #42781 adds realtime support and an acoustic tokenizer. They are related follow-up work, not duplicate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "c42c80c881d0c96ca69b5537803885ad027cee853e1d8f5c325054a812323847", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions in different model families (TimesFM covariates vs. DINOv3 image classification), so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative because the items address different models and different changes; any choice would be arbitrary.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying features for different architectures and code paths; they do not look mergeable into one PR or like the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "c9907a1ec37f09a7f804609844aa4b0a2c8af30343572614eef6507d28ebefd8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share some Hugging Face integration scaffolding, but they target different models, different files, and different code paths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplicate triage: each PR adds a different model package and associated integrations, so there is no single underlying change to collapse them into.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication: the PRs are unrelated feature additions rather than alternate fixes for the same bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac) with distinct model directories and docs; shared auto-registration files are generic scaffolding, not evidence of the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac vs Kimi2-6 are separate model integrations with different filenames and model code. Similar Hugging Face wiring is expected for new-model PRs, but they do not fix or add the same concrete feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "b09fb122c53437bed9b33a659e1a40ddb1f31b3611b1037754be5531dc1a010d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions dependencies in workflow files, but they target different actions and different maintenance goals: one is a broad Node 24 compatibility sweep, the other is specifically bumping docker/build-push-action to v6. They are related at the workflow-maintenance level, but not the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because its scope is broader and its title clearly describes the main maintenance intent: upgrading GitHub Actions for Node 24 compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster since it covers the broader and more central workflow-action upgrade theme; PR 42976 is a narrower, action-specific version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different actions and address different problems: 42975 updates multiple actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action. They are not the same underlying fix and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "7f92cac352ce3feca71e086a66b59b42f07bc2616fb7895c7dfca6d931a08883", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23511, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23511, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a noisy cluster of unrelated PRs that mostly happen to add new models or shared registration/docs changes. The overlapping filenames are generic auto-mapping/documentation plumbing, not evidence of the same underlying bug or feature.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single anchor is needed, PR 45838 is the broadest self-contained model-addition change in the set, with multiple related model files plus tests/docs. That said, the cluster is heterogeneous and does not form a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45838 is the most representative anchor only because it is a larger, fully fleshed-out model-support PR; it is not a better duplicate candidate than the others, just the most substantial single change in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models: ViT NEPA vs Molmo. Shared docs/auto-registration files are generic scaffolding, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. Overlap is only in common registration/docs plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different concrete additions: ViT NEPA vs CTSM. No shared bug or code path." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model lines with different implementations; not the same PR-worthy change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared framework files are too broad to indicate duplication." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model families; the overlap is only generic model registration." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Audio model support vs OCR text-recognition models. Different tasks, model code paths, and test surfaces." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading infrastructure is a separate cross-cutting feature, not the same change as PP-OCRv6 model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6/PPLCNetV4 are different model families; shared auto/docs edits do not make them 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": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "2d1edca20f4033d07b7f4e9d3c2bf111b081c608ffc96229075859e56f3c4631", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one is a Whisper tokenizer/test fix, one is a nonsensical CLIP/ViT test-only change, and one is a broader FP8/dequantization fix across loading and quantization code. They do not appear to address the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most substantive and concrete code fix in the set, with changes in model loading and FP8 quantization code plus related model/test updates. It is the best representative of a real bug-fix change, unlike the test-only or unclear PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone fix candidate because it targets a specific dequant/loading path and spans coherent implementation changes, making it the best representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests, but they fix different things: Whisper tokenizer decoding vs. unrelated CLIP/ViT test edits. No shared underlying bug or mergeable combined change is evident." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/timestamp decoding is unrelated to FP8 dequantization and model loading. Different subsystems and different code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test-only edits do not correspond to the FP8/core loading fix in 44815. They are not the same bug and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "91dcd6fd64a892094d356281aa2e99654c085319497a4940c9ba6d44236c869d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open '[don't merge]' PRs, but they are not duplicates: one is a repo-bot/version-format test change, the other is a broader CI/workflow/diff-display change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different code paths and different purposes.", + "best_issue_reason": null, + "best_pr_reason": "No clear best PR for a duplicate cluster; the shared Vit test file appears incidental rather than indicating the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: 43488 changes setup/version/dependency test scaffolding, while 43532 rewires CI/comment workflows and testing utilities; they only overlap on a Vit test file and do not address the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "bd93c4a494392cae4ab6176e63f753030a588929624482c823156a56b2e7414e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by shared documentation/pipeline scaffolding, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication: they are separate pipeline additions with different code paths and model integrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and concrete implementations; shared docs/registry/test plumbing is 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": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "6e0db7e77a75b6b0bba2280747342405b1dc3b46bebaae64f92cab1b6b2db6bb", + "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": "The two PRs both touch `trainer.py` but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling, the other factorizes signature-column inspection for column filtering. They are not duplicates and should not be clustered together as the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs address different Trainer behaviors and do not share the same underlying bug or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more broadly impactful Trainer behavior change and the clearer representative of the cluster, but it is still not a duplicate of #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: #43651 changes loss scaling during training/gradient accumulation, while #43663 adds an overridable helper for model signature column filtering. Same file only; not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "18c490d394b5dd79ea75465ad7b7bfcdff5592c1fd6ea2f8b80b26a00fa70226", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are overlapping fixes for `src/transformers/cli/serve.py` TypeAdapter/annotation `NameError` issues; one is a broader postponed-annotations cleanup and the others are narrower string-literal/import fixes.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleanest, most targeted fix for the `TypeAdapter` NameError in `cli/serve.py`, with a minimal change focused on the failing runtime annotation path.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative of the cluster because it directly addresses the concrete bug without the extra annotation cleanup/refactor seen in the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both address the same runtime `TypeAdapter` annotation NameError in `src/transformers/cli/serve.py`; they differ only in implementation approach (future annotations vs quoted/type-only import handling)." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both appear to fix the same underlying `TypeAdapter`/annotation NameError in the CLI serve code path and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are about annotation/`TypeAdapter` NameError fixes. The pairwise soft-edge calls are conservative enough because the changes are mergeable into a single fix for the same bug family, with 43656 being the broader postponed-annotations variant and 43836/43842 being narrower string-literal/import variants." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "5537f499b6d97d82d54f2671563ab9b7a753a6173e9490c103b1a5d0ad596b68", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75098, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly parallel, model-specific output-tracing refactors. The only convincing duplicate family in the packet is the GPT-J/CodeGen line around 44722; the GPT-Neo and other shared-issue edges look like similarity neighbors, not mergeable duplicates.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen subgroup: it is the later, broader revision in the same files and the clearest true-duplicate candidate in the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single representative because it covers the same GPT-J/CodeGen code paths as the closest neighbors and looks like the most complete later revision.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; the shared issue theme is too broad to make this a duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model code paths; same tracking issue theme is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "44066 spans CodeGen + GPT-J while 44085 is GPT-J-only; similar, but not clearly the same concrete change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones/model implementations; parallel refactors, not duplicates." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; same refactor theme only." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Same standardized-output theme, but MPT and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "Same GPT-Neo area, but the packet only shows similarity and not a clearly mergeable identical edit." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are separate model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and XLM/Flaubert are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated model refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are separate refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are separate model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are distinct refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are separate model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are separate model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same files; 44722 looks like the later, more complete revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change in modeling_gptj.py; 44722 appears to be the later revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J refactor and SpeechT5 refactor are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet refactor and RegNet/ResNet refactor are different changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and Vits are unrelated model changes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster read is mostly grounded, but two soft-edge calls are too assertive for the evidence shown. In particular, 44018\u219444068 and 44066\u219444085 are treated as clear duplicates, yet the packet only supports them as similarity/issue-target neighbors, not clearly mergeable identical changes; 44066 also spans CodeGen + GPT-J while 44085 is GPT-J-only. The summary also overstates that the remaining PRs all share the same tracking issue, when several have no explicit issue target in the packet. A more conservative writeup is needed." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "508780701f326b01f6789058b66f4e1701fc55188c4a807be582ea20f6f755f8", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17121, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific PRs for the same broad refactor theme\u2014standardized output tracing/capture\u2014but they do not appear to be duplicates of one another.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the clearest representative: it has an explicit issue link, a focused SpeechT5 output-tracing refactor, and concrete code-path changes rather than just naming the pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone example of the cluster because it is well-scoped, explicitly tracked, and most directly describes the standardized output-capture change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they modify different model code paths (FocalNet vs ImageGPT) and are separate model-specific migrations, not one underlying bug or change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different models with independent refactors; sharing the capture_outputs pattern is too broad to call them duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert touch different architectures and layer stacks, so these are parallel refactors rather than the same concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These target different model implementations and do not appear to fix the same code-path problem." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific output-tracing updates; same theme, different changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are separate model refactors, and 44129 is tied to its own issue target, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "caf725ee08d90c5d2e85b14bb0a9d6912127158cfe8cec3a8035a8d9a545c960", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40169, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all model-specific \"refactor output tracing\" PRs that share a template but target different codepaths. I found no true duplicates among the soft-edge candidates, so all proposed matches are rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it has the broadest concrete output-capturing change, spans related files, and is more technically substantial than the single-model refactors.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best overall exemplar for this cluster because it shows the clearest, most central instance of the recurring output-tracing refactor pattern with explicit capture plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (timm_backbone vs upernet); same refactor style, but not the same underlying change or mergeable PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different codepaths and architectures; this is only a shared output-tracing refactor pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "timm_backbone and univnet are unrelated model implementations; not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); similar decorator/capture refactor, but not one duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and codepaths; only the refactor pattern overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (timm_backbone vs rwkv); same broad theme, not the same concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (mobilenet_v1 vs univnet); shared output-tracing cleanup only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (mobilenet_v1 vs upernet); not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "mobilenet_v1 and depth_anything are distinct model implementations; this is not a duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrappers/models; only the refactor template is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "mobilenet_v1 vs speech_encoder_decoder are unrelated codepaths; reject." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (vision_text_dual_encoder vs univnet); similar output-handling refactor, but not one change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; no shared concrete bug or fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks (vision_text_dual_encoder vs mamba/falcon_mamba); not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; same tracing refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "univnet and upernet are unrelated; this is only superficial similarity." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model codepaths (univnet vs depth_anything/prompt_depth_anything); not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures; shared refactor motif is not enough to merge." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "upernet and mamba/falcon_mamba are different model families; reject." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families (mamba/falcon_mamba vs superpoint); same output-tracing theme, but not the same concrete change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different codepaths (mamba vs codegen); only the refactor pattern overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and codegen are unrelated; not the same bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "depth_anything/prompt_depth_anything and vision_encoder_decoder are different models; reject." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families; shared helper import is not enough to duplicate them." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "depth_anything vs superpoint are unrelated concrete codepaths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; same output-tracing refactor theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "depth_anything and dpr are different implementations; not a duplicate PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "vision_encoder_decoder and speech_encoder_decoder are related wrapper types, but the actual codepaths and change contexts differ; too broad to treat as one duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and files; reject." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (vision_encoder_decoder vs rwkv); not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different codepaths and model architectures; only superficial similarity." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "speech_encoder_decoder and superpoint are unrelated model implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; same tracing refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "speech_encoder_decoder vs dpr are different codepaths; not a duplicate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (superpoint vs rwkv); not the same concrete bug/change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different implementations and change contexts; reject." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "rwkv and dpr are different model families; shared refactor motif is insufficient for duplicate triage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "d87fb88bf306802163835b7f004498cd12f41f72dba25bb378663745e43b96aa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs for adding different models (PenguinVL, DeepSeek-OCR-2, Voxtral-TTS). They share transformer scaffolding and docs/auto-registration changes, but they are distinct model implementations, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45075 is the best representative if one is needed: it is a full model add with an explicit issue target, substantial implementation/test coverage, and broader repository integration. It is still not a duplicate of the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest standalone PR in the set because it is the most anchored and complete, but the cluster does not contain duplicate PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions: PenguinVL vs Voxtral TTS. Overlap is only in shared registration/docs scaffolding, not the same code-path bug or change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different models and different implementation goals. Shared auto-mapping and docs files are broad integration points, not evidence of the same underlying change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral-TTS are separate model implementations with different files and behaviors; they only coincide on generic transformers boilerplate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "e6b38a2f06c83d53669bfbae77b45122e42f98f00100f0b8a0c6e60198bc070f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to fusion infrastructure, but they are not the same change: #44979 introduces a new module-fusion API, while #45363 adds n-to-1 kernel fusion wiring via KernelConfig and integration changes. They overlap conceptually, but not as duplicate fixes or mergeable one-PR equivalents.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the cleaner canonical representative of the cluster because it defines the core Module Fusion API itself, whereas #45363 is a more specific KernelConfig-based integration on top of that idea.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best single PR to represent the cluster theme: it is self-contained, foundational, and directly about the fusion abstraction rather than an example or integration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but different underlying changes: one adds a module-fusion API, the other implements kernel-config-driven n-to-1 fusion integration. They do not look like the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "85a47b91c5a3a66b4d0ad0ad165e8446ca0233204f9c165fb613d69f611435f2", + "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 implement the same fix for `_patch_mistral_regex` in `tokenization_utils_tokenizers.py`; 45317 is the more complete version because it adds tests, while 45086 is essentially the earlier minimal patch.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same AttributeError in the same code path as 45086 and also includes tests, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest overall PR candidate because it contains the same fix plus test coverage, whereas 45086 is just the minimal implementation patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same file/change: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` in `_patch_mistral_regex` to fix the AttributeError. 45317 is a superset with tests, so these are 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": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "6cf91c564ea3f1ceb40b647300b54192eb5b689adfb50bb9a487006f4198ae5c", + "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 PRs touch overlapping model code, but they address different changes: one is a refactor/conversion-mapping inheritance update, the other is a broader split into NemotronH dense/sparse variants with docs and tests. They are related but not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more user-facing NemotronH architecture change and includes the new dense/sparse model surfaces plus docs/tests, so it is the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest standalone candidate because it appears to implement the main intended model restructuring rather than just the supporting conversion/refactor work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH-related files, but #45115 is mainly a conversion-mapping/refactor to GraniteMoeHybrid-compatible names, while #45569 is a broader model split and documentation/test update. They do not look like the same concrete fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "1e292ea90364caf2eb05d1180da055756c14994a55bb1fe1678a127e360388af", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs, but not duplicates: one adds heterogeneous per-layer config support, the other adds broader heterogeneous modeling/cache behavior built on top of that config layer.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it implements the actual heterogeneous model/runtime behavior, not just the config plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative for the cluster because it covers the end-to-end heterogeneous support path and subsumes the smaller config-only foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are adjacent pieces of the same feature area, but not the same concrete change: #45333 adds per-layer config plumbing, while #45332 adds modeling/cache behavior using that plumbing. They would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "3b99fdb7a22c2a9ae34be195a477e6fbaeeb2f8412d798db27d6a28546635d16", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they address different changes: #45415 is a broad repo-wide type-checking cleanup, while #45425 adds specific typing protocols/aliases and related fixes. They are similar in theme, not duplicates of the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more focused, concrete typing-infra change (new aliases/protocols and targeted fixes), whereas #45415 is a broad type-checking sweep across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the better representative of the cluster because its scope is narrower and more self-contained, making it the clearest single change to track.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both concern typing, but #45415 is a large general type-checking pass and #45425 is a specific set of typing protocol/alias additions; they do not look like the same concrete fix and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-4", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45836", + "pull_request:45843" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45836", + "pull_request:45817|pull_request:45843", + "pull_request:45836|pull_request:45843" + ], + "prepared_review_unit_hash": "4f65b93ec35f10c0b30cb387b9d0062dffe5ae2965cb9ef7cfd68b3fd43ddb2c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10388, + "estimated_input_tokens": 2597, + "estimated_eval_tokens": 5450 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10388, + "estimated_input_tokens": 2597, + "estimated_eval_tokens": 5450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar around model-parallel/runtime compatibility, but they fix different model families and different concrete code paths. None of the soft pairs look like true duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the best representative of the cluster: it fixes a concrete runtime device-placement bug in actual forward code for two related model families, rather than only adjusting tests or making a broader infrastructure change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the strongest overall candidate because it addresses the clearest model-parallel failure mode with an explicit code fix and test coverage, making it the most useful exemplar for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel fixes, but they target different underlying bugs and code paths: AltCLIP/ChineseCLIP token_type_ids device placement vs Deimv2 no-split propagation." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45836", + "accept": false, + "reason": "Not the same change: 45487 fixes runtime model-parallel behavior, while 45836 only skips failing tests for MiniCPM-V/Qwen3.5 cache incompatibility." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Different concrete problems in different model implementations: Gemma4 device/micro-architecture handling vs Deimv2 backbone split propagation." + }, + { + "left": "pull_request:45836", + "right": "pull_request:45843", + "accept": false, + "reason": "One is a test-skip PR and the other is a code fix for Deimv2 model parallelism; they do not appear to be the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "7b7d08b43c9d5c8b4ea8de299d8d2982907f722c2ecfcc46a1a6f6763c0d87de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "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 EP loading, but they address different concrete failures: PR #45548 fixes config/accelerate + DeepSpeed ZeRO-3 loading, while PR #45662 fixes expert tensors being overwritten during FSDP2/rank-0 broadcast. Shared subsystem is not enough to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two patches fix different code-path bugs in EP loading and should not be merged as one change.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick a representative, PR #45662 is the broader EP-loading fix, but it is still not a duplicate of PR #45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and fix paths: #45548 preserves distributed_config for accelerate/ZeRO-3 loading; #45662 prevents expert parameters from being overwritten via post-shard wrapping under FSDP2/broadcast." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "0f219a20c7e41a3eef2bde62c50aef1f52842d773c7fc5415276397f7f013561", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two overlapping PRs address the same xdist-safe captured_info logging bug; one is a narrower code-only fix, the other extends it to CI log collection and is the more complete patch.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the broader, more complete implementation of the captured_info/xdist collision fix and includes the CI-side handling needed to preserve logs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 best represents the cluster because it fixes the core bug and also updates the workflow that consumes the generated artifacts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same underlying captured_info xdist collision problem in testing_utils; #45645 is a superset of the same fix and could plausibly subsume #45639 into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/manifest.json b/snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ee55ba1f0d2723ab0c5d8a4799130e63f8f07e49 --- /dev/null +++ b/snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260509t180029z", + "artifacts": { + "hybrid": "snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-09T18:04:24Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260509T180029Z", + "variant": "hybrid" +} diff --git a/snapshots/20260509T180029Z/manifest.json b/snapshots/20260509T180029Z/manifest.json index 415a7486dfe80dd462082ee45c11f02fd6de6383..a1e016c7431abda0c39baa70a8a27f1410919001 100644 --- a/snapshots/20260509T180029Z/manifest.json +++ b/snapshots/20260509T180029Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 32 }, "extracted_at": "2026-05-09T18:00:29Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260509t180029z", + "runs": { + "hybrid-model-20260509t180029z": { + "analysis_id": "hybrid-model-20260509t180029z", + "artifacts": { + "hybrid": "snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260509T180029Z/analysis-runs/hybrid-model-20260509t180029z/manifest.json", + "model": null, + "published_at": "2026-05-09T18:04:24Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260509T180029Z", "watermark": {